{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1、直方图_hist()\n",
    "\n",
    "价格直方图\n",
    "\n",
    "获取一个dataframe,并用直方图显示:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock1 = pd.read_excel('sz50.xlsx',sheetname='600036.XSHG', index_col='datetime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAG5CAYAAADcRZZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDwAAYCL+fzL8+BH/uhojAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee9ad6668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "plt.hist(stock1.close, bins=20)\n",
    "plt.xlabel('Price')\n",
    "plt.ylabel('Number of Days Observed')\n",
    "plt.title('Frequency Distribution of 000001 Prices, 2016')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回报率直方图：**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAG5CAYAAADcRZZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee97b3550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R1 = stock1.close.pct_change()[1:]\n",
    "# 20 bins，代表柱的数量\n",
    "plt.figure(figsize=(15, 7))\n",
    "plt.hist(R1, bins=20)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Number of Days Observed')\n",
    "plt.title('Frequency Distribution of 000001 Returns, 2016')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**累积直方图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAG5CAYAAAA+mY0PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4rXVdN/73R3BKVFROhAweVNSwFI2L8FepOY+gpgap\nOT2hPWr608dCM/WpLIfMNNPCMDFHcla0xCE1cwIkFBFFhAQRUVQGcQA+zx/rPrI47b3POuestfc5\n5369rmtde93fe/qste8N632+3/W9q7sDAADAju0aa10AAAAAiyf8AQAAjIDwBwAAMALCHwAAwAgI\nfwAAACMg/AEAAIyA8Aewhqrq+VX1hq3Y/9SquuscS1qTc1fVI6rqg1PLXVW3nMexh+NdUlU3n9fx\nZjzndavqvVX1g6r6l9U8NwAsRfgDRqmqfqeqThhCwXlV9YGq+vW1rmslVfW6qvrz6bbuvm13//uc\nz7N+CF+XDI/zq+p9VXXPzT331LF2Xmm77n5jd99rDuWnqv69qv7XRsffpbvPnMfxN8NDk+ye5Cbd\n/bClNqiqmw/v7cVV9Z2qevHUuhtX1Tur6tKqOruqfmejfe9eVV+uqh9W1Uer6mZT66qqXlRV3x0e\nL6qqmlr/0aq6oKouqqr/qqpDNzr2uqp60xBcv1dVb1zuRVbVWVV12XCtfGu4TneZ5Q2qqrtW1Tmz\nbLvaqurgqjq+qi4c3qt/qao9ptZv6j3+s6r6QlVdXlXPX+L4M7/HAPMi/AGjU1VPT/I3Sf4ikw/n\n+yT5uySHrGVd26Bdu3uXJLdPcnySd1bVY+Z9kk0Fw+3YzZJ8pbsvX2plVV0rk/f1I0l+IcleSaZ7\ngf8uyU8yuUYfkeTVVXXbYd/dkrwjyZ8kuXGSE5K8dWrfI5I8KJPf3e2SPDDJE6bWPy3JXt19g2Hb\nN0wHm+HY38rkb+Pnk/zVJl7rA4dr5YAkd0jyrE1sPxcLvnZulOSoJOsz+V1enOSfptZv6j0+I8kf\nJjlumeNv7nsMsPW628PDw2M0jyQ3THJJkoetsM3rkvz51PJdk5wztXxWkmcmOSXJpUmOzuQD+gcy\n+YD4oSQ3Wmrfqf3vMTx/fpI3TK37l0w+EP4gyceT3HZoPyLJTzMJA5ckee/0sZLcNMllSW48daw7\nJPlOkmsOy49LclqS7yX5tyQ3W+b1r0/SSXbeqP3/JDk/yTWWeB0HZRJALhq2+euh/b+HY10yPO6U\n5DFJPpnkZUm+m+TPh7b/mDpXJ/mDJGcOr+ElU+fd+D37Wb1JXpDkiiQ/Gs73yqnj3XLqGnh9kguS\nnJ3kOVPHfkyS/8jkg/j3knw9yX1XuFZ+Mcm/J/l+klOTHDK0/9/hd/XToY7HL7HvEUk+scxxrzfs\nf6upttcneeHUvv+50faXJbnNsPyfSY6YWv+4JJ9e5lwHDe/XQcPyvYbf7U4z/k397DoYll+c5Lip\n5WsP7+d/D9fG3ye57lTNV05dHzfNbH9/f5TJ39+Ph9/7WZlcn6dk8rfz1iTXGbbfLcn7ht/RhUk+\nseH3vZn/7bhjkounlmd6jzMJ9M/fqG2z3mMPDw+PeT30/AFjc6ck10nyzq08zm8luWeSW2XyL/4f\nSPLsJOsyGVXxB1t43A8k2S+TnoCTkrwxSbr7qOH5i3syhPGB0zt19zeTfGqoa4PfSfK27v7pMKzv\n2UkeMtT4iSRv3sza3jHUdesl1r08yct70pN0iyTHDu13Hn7uOtT9qWH5VzMJdrtnEtiW8uAkB2by\nofvQTD5cr6i7/ziT1/bk4XxPXmKzv80kAN48yV2S/G6Sx06t/9Ukp2cSGl6c5Ojp4XwbVNU1k7w3\nyQczeV+ekuSNVXXr7n5eJj3Lbx3qOHqJOg5OctYw5Pg7w3DVXx7W3SrJ5d39lant/yvJbYfntx2W\nN7zuSzPpaVpy/Ub7bqj/fVX1oySfySTAnjBV1+lJjhmGM36uqu6yRP3/Q1XtleS+Qy0bvHB4PQck\nuWWSPZM8d6j5vkm+ObxHuwzX8SwOT3L/TK6rDT2rD09ynyT7ZtIT95ih/RlJzsnkut89k7+DnvE8\n0+6cScDfYJPv8Qq2+D0G2BrCHzA2N0nynV5mKN5m+NvuPr+7z80kbHymuz/f3T/KJFjeYUsO2t2v\n7e6Lu/vHmfRw3b6qbjjj7m/K5ENxhrBy2NCWJE9M8pfdfdrw2v8iyQHT3xObwYYP5jdeYt1Pk9yy\nqnbr7ku6+9ObOlZ3/213X97dly2zzYu6+8Lu/u9Mhukevhm1LqmqdsrkfXnW8D6fleSlSR41tdnZ\n3f2a7r4iyTFJ9sgkNGzs4CS7ZNIb95Pu/kgmPUyz1rnXUMsrMunxOi7Ju4fhoLtk0os67aIk1x+e\n75JJD9es6y9Ksst0iO3uBwzb3y/JB7v7yqm67pXko5kMR33pUNduK7yWd1XVxUm+keTbSZ6X/Ow6\nPCLJ/z/8Li/O5No7bIVjzeIV3f2Nja6dV3T3N7v7wkxC+QFD+08z+R3erLt/2t2f6O7NCn9Vdbsk\nz82kx3+DTb7HK9iS9xhgqwl/wNh8N8luc/iu0PlTzy9bYnmmCS+mVdVOVfXCqvpaVV2UybCwZNID\nNYu3J7nT8N2tO2cynO4Tw7qbJXl5VX2/qjYMf6tMemFmtWHbC5dY9/hMene+PPRiPGATx/rGDOeb\n3ubsTALS1totyTWH400fe/p9+NaGJ939w+HpUr/Pmyb5xlRoWupYK7ksk6GuH+jun2QyNPImmQwl\nvSTJDTba/oaZDCvOFqy/YZJLNg49Qxj6QJJ7VdWG77xeluSs7j56WP+WTH4Xv7bCa3lQd18/kyGa\nt8lV1+y6JD+X5MSpa+9fh/atsdT1862p5z/MVb+zl2TSE/nBqjqzqo7cnBPVZNbZDyR5and/YmrV\nTO/xMrbkPQbYasIfMDafyuR7Qg9aYZtLM/nAusEvbMX5rnasoedpuQ++v5PJ8MZ7ZPJBcv2G3Yaf\nK36o7O7vZTIE8beHY71l6oPoN5I8obt3nXpct7v/czNey4Mz6dU5fYlzf7W7D89k+OOLkrytqq63\nQs2zfEDee+r5Prmq53FTv5+Vjv2dTHqCpns890ly7gz1bOybSfauqun/l27OsU7J8rV+JcnOVbXf\nVNvtc9Www1OH5STJ8F7fYrn1G+27lJ2H/Zera6aesu7+WCbf2dswecl3Mgk6t5267m7Yk8lhljvu\nLH9/M/fcDT28z+jum2cyqdPTq+rus+w79Ix/KMmfdfc/b7R6c9/jaVv8HgNsDeEPGJXu/kEmw7f+\nrqoeVFU/V1XXrKr71lXT7J+c5H41mWr/FzKZGXFLfSXJdarq/sN3xJ6TyQQYS7l+JsH0u5l8+P2L\njdafn8n31Fbypky+w/bQXDXkM5lMsvGsqdkib1hVS95+YGNVtXtVPTmToXzP2qina8M2j6yqdcO6\n7w/NV2YyqcqVM9S9lGdW1Y2qau8kT81Vs1menOTOVbXPMCR245kll32fhqGcxyZ5QVVdf/hw//Rc\nfZbNWX0mkx6mPxyuobtm8v3Pt8y4/xuSHFxV9xj+UeBpmYSl04bvw70jyZ9W1fVqchuSQ5JsCCDv\nTPJLVfVbVXWdTH43/9XdXx7Wvz6TkLNnVe2ZyffeXpckVXWb4Xq/7lD3IzPpKf7Y1LFvVFWPHnqj\nH5rJMMVPzvi6/ibJPavq9sP18JokL6uqnx/Ov2dV3XvY9vwkN9loaPM8//5SVQ+oqlsOwzF/kMmE\nQFcO615XVa9bZr89M5mJ9ZXd/fdLbLLsezzsf83hd3ONTIL8dYbfc7L17zHAFhH+gNHp7pdm8oH/\nOZmEk28keXKSdw2b/HMmkzeclUlP2lv/51FmPtcPkvzvJP+YSY/QpZlMPrGU12cybPDcJF9KsvH3\n5o5Osv8wfO5dG+88eE8mE8Z8q7unJwR5ZyY9cm8ZhpR+MZPJNlby/aq6NMkXMvle2MO6+7XLbHuf\nJKdW1SWZTP5yWHdfNgybfEGSTw51H7yJc057d5ITMwkDx2Xy+tPdx2fyOzllWP++jfZ7eZKH1uTe\naa9Y4rhPyeT3cGYmM3u+Kclyr2tZw1DNB2byPn4nyauS/O5UANvU/qcneWQmwfx7mfT6HjIcN5lc\nN9fNpLf1TUl+v7tPHfa9IJPJfV4w7HtQrv49un/I5HtvXxge7xvakklP8vOH416QSbD+7e4+aTj2\nhZkEzf+TSVg6Msmh3f2dGV/XBZlcy88dmv4ok2GXnx6uvQ9lmDRoeK/enOTM4fq4aeb49zfYbzjn\nJZn0/L+quz86rNs7yweu/5XJPyI8v6665+UlU+tXeo+TSei9LJPvgP7x8PxRyda/xwBbqjbzO88A\nANu9YWKd/0pyu+7+6VrXA7AahD8AAIARMOwTAABgBIQ/AACAERD+AAAARmBrb3K8pnbbbbdev379\nWpcBAACwJk488cTvdPdy9xC+mu06/K1fvz4nnHDCWpcBAACwJqrq7Fm3NewTAABgBIQ/AACAERD+\nAAAARkD4AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEhD8AAIAREP4AAABGQPgD\nAAAYAeEPAABgBIQ/AACAERD+AAAARkD4AwAAGIGd17oAAACADdYfedxal7Cks154/7UuYavp+QMA\nABgBPX8AADBC22oPG4uj5w8AAGAEhD8AAIARMOwTAAAWyPBKthV6/gAAAEZAzx8AAJtFTxZsn/T8\nAQAAjIDwBwAAMALCHwAAwAgIfwAAACNgwhcAgG2UiVWAedLzBwAAMALCHwAAwAgIfwAAACMg/AEA\nAIyACV8AgNEzsQowBnr+AAAARkDPHwCwavSwAawdPX8AAAAjsLDwV1V7V9VHq+pLVXVqVT11aL9x\nVR1fVV8dft5oap9nVdUZVXV6Vd17UbUBAACMzSJ7/i5P8ozu3j/JwUmeVFX7JzkyyYe7e78kHx6W\nM6w7LMltk9wnyauqaqcF1gcAADAaCwt/3X1ed580PL84yWlJ9kxyaJJjhs2OSfKg4fmhSd7S3T/u\n7q8nOSPJQYuqDwAAYExWZcKXqlqf5A5JPpNk9+4+b1j1rSS7D8/3TPLpqd3OGdo2PtYRSY5Ikn32\n2WcxBQPAds7EKgBsbOETvlTVLknenuRp3X3R9Lru7iS9Ocfr7qO6+8DuPnDdunVzrBQAAGDHtdDw\nV1XXzCT4vbG73zE0n19Vewzr90jy7aH93CR7T+2+19AGAADAVlrkbJ+V5Ogkp3X3X0+tek+SRw/P\nH53k3VPth1XVtatq3yT7JfnsouoDAAAYk0V+5+/XkjwqyReq6uSh7dlJXpjk2Kp6fJKzkzw8Sbr7\n1Ko6NsmXMpkp9EndfcUC6wMAABiNhYW/7v6PJLXM6rsvs88LkrxgUTUBwLyZWAWA7cXCJ3wBAABg\n7Ql/AAAAIyD8AQAAjIDwBwAAMALCHwAAwAgIfwAAACMg/AEAAIyA8AcAADACwh8AAMAICH8AAAAj\nIPwBAACMgPAHAAAwAsIfAADACAh/AAAAI7DzWhcAALNYf+Rxa10CAGzX9PwBAACMgPAHAAAwAsIf\nAADACAh/AAAAIyD8AQAAjIDwBwAAMALCHwAAwAgIfwAAACMg/AEAAIyA8AcAADACwh8AAMAICH8A\nAAAjIPwBAACMgPAHAAAwAsIfAADACAh/AAAAIyD8AQAAjIDwBwAAMAILC39V9dqq+nZVfXGq7a1V\ndfLwOKuqTh7a11fVZVPr/n5RdQEAAIzRzgs89uuSvDLJ6zc0dPdvb3heVS9N8oOp7b/W3QcssB4A\nAIDRWlj46+6PV9X6pdZVVSV5eJK7Ler8AAAAXGWRPX8r+Y0k53f3V6fa9h2Ggf4gyXO6+xNL7VhV\nRyQ5Ikn22WefhRcKMDbrjzxurUsAABZgrSZ8OTzJm6eWz0uyzzDs8+lJ3lRVN1hqx+4+qrsP7O4D\n161btwqlAgAAbP9WPfxV1c5JHpLkrRvauvvH3f3d4fmJSb6W5FarXRsAAMCOai16/u6R5Mvdfc6G\nhqpaV1U7Dc9vnmS/JGeuQW0AAAA7pEXe6uHNST6V5NZVdU5VPX5YdViuPuQzSe6c5JThO39vS/LE\n7r5wUbUBAACMzSJn+zx8mfbHLNH29iRvX1QtAAAAY7dWE74AAACwioQ/AACAERD+AAAARkD4AwAA\nGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEhD8AAIAREP4AAABGQPgDAAAYAeEPAABg\nBIQ/AACAERD+AAAARkD4AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABiBnde6AICxWn/kcWtd\nAgAwInr+AAAARkD4AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEhD8AAIAREP4A\nAABGQPgDAAAYAeEPAABgBIQ/AACAERD+AAAARmBh4a+qXltV366qL061Pb+qzq2qk4fH/abWPauq\nzqiq06vq3ouqCwAAYIwW2fP3uiT3WaL9Zd19wPB4f5JU1f5JDkty22GfV1XVTgusDQAAYFQWFv66\n++NJLpxx80OTvKW7f9zdX09yRpKDFlUbAADA2Cwb/qrq4qq6aLnHVpzzKVV1yjAs9EZD255JvjG1\nzTlD21J1HVFVJ1TVCRdccMFWlAEAADAey4a/7r5+d98gycuTHJlJGNsryR8l+ZstPN+rk9w8yQFJ\nzkvy0s09QHcf1d0HdveB69at28IyAAAAxmWWYZ+HdPeruvvi7r6ou1+dyTDNzdbd53f3Fd19ZZLX\n5Kqhnecm2Xtq072GNgAAAOZglvB3aVU9oqp2qqprVNUjkly6JSerqj2mFh+cZMNMoO9JclhVXbuq\n9k2yX5LPbsk5AAAA+J92nmGb38lk6OfLk3SSTw5tK6qqNye5a5LdquqcJM9LcteqOmA4zllJnpAk\n3X1qVR2b5EtJLk/ypO6+YnNfDAAAAEvbZPjr7rOyBcM8u/vwJZqPXmH7FyR5weaeBwAAgE3b5LDP\nqrpVVX14w83aq+p2VfWcxZcGAADAvMzynb/XJHlWkp8mSXefkskN2QEAANhOzBL+fq67N5585fJF\nFAMAAMBizBL+vlNVt8hkkpZU1UMzuUcfAAAA24lZZvt8UpKjktymqs5N8vUkj1hoVQAAAMzVLOHv\n7O6+R1VdL8k1uvviRRcFAADAfM0y7PPrVXVUkoOTXLLgegAAAFiAWcLfbZJ8KJPhn1+vqldW1a8v\ntiwAAADmaZPhr7t/2N3HdvdDktwhyQ2SfGzhlQEAADA3s/T8paruUlWvSnJikuskefhCqwIAAGCu\nNjnhS1WdleTzSY5N8szuvnTRRQEAADBfK4a/qtopyWu7+09XqR4AAAAWYMVhn919RZIHrFItAAAA\nLMgs9/n7ZFW9Mslbk/xsyGd3n7SwqgAAAJirWcLfAcPP6aGfneRu8y8HAACARdhk+Ovu31yNQgAA\nAFicWWb73D3JXyS5aXfft6r2T3Kn7j564dUBzMH6I49b6xIAANbcLPf5e12Sf0ty02H5K0metqiC\nAAAAmL9Zwt9u3X1skiuTpLsvT3LFQqsCAABgrmYJf5dW1U0ymeQlVXVwkh8stCoAAADmapbZPp+e\n5D1JblFVn0yyLslDF1oVAAAAczXLbJ8nVdVdktw6SSU5vbt/uvDKAAAAmJtNDvusqocluW53n5rk\nQUneWlV3XHhlAAAAzM0s3/n7k+6+uKp+Pcndkxyd5NWLLQsAAIB5miX8bZjZ8/5JXtPdxyW51uJK\nAgAAYN5mCX/nVtU/JPntJO+vqmvPuB8AAADbiFlC3MMzucn7vbv7+0lunOSZC60KAACAudpk+Ovu\nHyY5K8l9q+opSfbo7g8uujAAAADmZ5bZPp+b5JgkN0myW5J/qqrnLLowAAAA5meWm7w/Isntu/tH\nSVJVL0xycpI/X2RhAAAAzM8s3/n7ZpLrTC1fO8m5iykHAACARVi256+q/jZJJ/lBklOr6vhh+Z5J\nPrs65QEAADAPKw37PGH4eWKSd061//vCqgEAAGAhlg1/3X1MklTVdZLccmg+Y8N3/zalql6b5AFJ\nvt3dvzS0vSTJA5P8JMnXkjy2u79fVeuTnJbk9GH3T3f3Ezf71QAAALCkZb/zV1U7V9WLk5yTyWyf\nr0/yjap6cVVdc4Zjvy7JfTZqOz7JL3X37ZJ8JcmzptZ9rbsPGB6CHwAAwBytNOHLSzK5ofu+3f0r\n3X3HJLdIsmuSv9rUgbv740ku3Kjtg919+bD46SR7bVHVAAAAbJaVwt8Dkvxed1+8oaG7L0ry+0nu\nN4dzPy7JB6aW962qk6vqY1X1G8vtVFVHVNUJVXXCBRdcMIcyAAAAdnwrhb/u7l6i8YpMZv3cYlX1\nx0kuT/LGoem8JPt09wFJnp7kTVV1g2WKOqq7D+zuA9etW7c1ZQAAAIzGSuHvS1X1uxs3VtUjk3x5\nS09YVY/JpFfxERvCZXf/uLu/Ozw/MZPJYG61pecAAADg6la61cOTkryjqh6Xye0ekuTAJNdN8uAt\nOVlV3SfJHya5S3f/cKp9XZILu/uKqrp5kv2SnLkl5wAAAOB/WulWD+cm+dWquluS2w7N7+/uD89y\n4Kp6c5K7Jtmtqs5J8rxMZve8dpLjqyq56pYOd07yp1X10yRXJnlid1+45IEBAADYbCv1/CVJuvsj\nST6yuQfu7sOXaD56mW3fnuTtm3sOAAAAZrPSd/4AAADYQQh/AAAAI7DJ8FdV16uqawzPb1VVh1TV\nNRdfGgAAAPMyS8/fx5Ncp6r2TPLBJI9K8rpFFgUAAMB8zRL+argtw0OSvKq7H5arZv8EAABgOzBT\n+KuqOyV5RJLjhradFlcSAAAA8zZL+HtqJvfne2d3nzrchP2jiy0LAACAedrkff6SfK+7D9mw0N1n\nJvmDxZUEAADAvM3S8/eqqvpsVf3vqrrhwisCAABg7jYZ/rr7N5I8MsneSU6sqjdV1b0WXhkAAABz\nM9NN3rv7K0mek+SPktwlycur6stV9ZBFFgcAAMB8zHKT99tV1cuSnJbkbkke2N2/ODx/2YLrAwAA\nYA5mmfDlb5P8Y5Jnd/dlGxq7+5tV9ZyFVQYAAMDcbDL8dfddVlj3z/MtBwAAgEXYZPirqv2S/GWS\n/ZNcZ0N7d998gXUBAAAwR7NM+PJPSV6d5PIkv5nk9UnesMiiAAAAmK9Zwt91u/vDSaq7z+7u5ye5\n/2LLAgAAYJ5mmfDlx1V1jSRfraonJzk3yS6LLQsAAIB5mqXn76lJfi7JHyT5lSSPSvLoRRYFAADA\nfM0y2+fnhqeXJHnsYssBAABgEVbs+auqR1fVSVV16fA4oap+d7WKAwAAYD6W7fmrqkcneVqSpyc5\nKUkluWOSl1RVu8cfAADA9mOlnr/fT/Lg7v5od/+gu7/f3R9J8ltJnrQ65QEAADAPK4W/G3T3WRs3\nDm03WFRBAAAAzN9K4e+yLVwHAADANmal2T5/sapOWaK9ktx8QfUAAACwACuGv1WrAgAAgIVaNvx1\n99mrWQgAAACLs+J9/gAAANgxCH8AAAAjsGz4q6oPDz9ftHrlAAAAsAgrTfiyR1X9f0kOqaq3ZDLL\n589090kLrQwAAIC5WSn8PTfJnyTZK8lfb7Suk9xtUUUBAAAwX8sO++zut3X3fZO8uLt/c6PHJoNf\nVb22qr5dVV+cartxVR1fVV8dft5oat2zquqMqjq9qu691a8MAACAn9nkhC/d/WdVdUhV/dXweMCM\nx35dkvts1HZkkg93935JPjwsp6r2T3JYktsO+7yqqnaa8TwAAABswibDX1X9ZZKnJvnS8HhqVf3F\npvbr7o8nuXCj5kOTHDM8PybJg6ba39LdP+7uryc5I8lBM70CAAAANmml7/xtcP8kB3T3lUlSVcck\n+XySZ2/B+Xbv7vOG599KsvvwfM8kn57a7pyh7X+oqiOSHJEk++yzzxaUAAAAMD6z3udv16nnN5zH\nibu7M5k4ZnP3O6q7D+zuA9etWzePUgAAAHZ4s/T8/WWSz1fVRzO53cOdM3xXbwucX1V7dPd5VbVH\nkm8P7ecm2Xtqu72GNgAAAOZglglf3pzk4CTvSPL2JHfq7rdu4fnek+TRw/NHJ3n3VPthVXXtqto3\nyX5JPruF5wAAAGAjs/T8Zfie3ns258BV9eYkd02yW1Wdk+R5SV6Y5NiqenySs5M8fDj+qVV1bCYT\nylye5EndfcXmnA9Ye+uPPG6tSwAAYBkzhb8t0d2HL7Pq7sts/4IkL1hUPQAAAGM264QvAAAAbMdW\nDH9VtVNVfXm1igEAAGAxVgx/w/fuTq8qN9QDAADYjs3ynb8bJTm1qj6b5NINjd19yMKqAgAAYK5m\nCX9/svAqAAAAWKhNhr/u/lhV3SzJft39oar6uSQ7Lb40AAAA5mWTs31W1e8leVuSfxia9kzyrkUW\nBQAAwHzNcquHJyX5tSQXJUl3fzXJzy+yKAAAAOZrlvD34+7+yYaFqto5SS+uJAAAAOZtlvD3sap6\ndpLrVtU9k/xLkvcutiwAAADmaZbwd2SSC5J8IckTkrw/yXMWWRQAAADzNctsn1dW1TFJPpPJcM/T\nu9uwTwAAgO3IJsNfVd0/yd8n+VqSSrJvVT2huz+w6OIAAACYj1lu8v7SJL/Z3WckSVXdIslxSYQ/\nAACA7cQs3/m7eEPwG5yZ5OIF1QMAAMACLNvzV1UPGZ6eUFXvT3JsJt/5e1iSz61CbQAAAMzJSsM+\nHzj1/PwkdxmeX5DkugurCAAAgLlbNvx192NXsxAAAAAWZ5bZPvdN8pQk66e37+5DFlcWAAAA8zTL\nbJ/vSnJ0kvcmuXKx5QAAALAIs4S/H3X3KxZeCQAAAAszS/h7eVU9L8kHk/x4Q2N3n7SwqgAAAJir\nWcLfLyd5VJK75aphnz0sAwAAsB2YJfw9LMnNu/sniy4GAACAxbjGDNt8Mcmuiy4EAACAxZml52/X\nJF+uqs/l6t/5c6sHAACA7cQs4e95C68CAACAhdpk+Ovuj61GIQAAACzOJsNfVV2cyeyeSXKtJNdM\ncml332AWQKJTAAANrklEQVSRhQEAADA/s/T8XX/D86qqJIcmOXiRRQEAADBfs8z2+TM98a4k915Q\nPQAAACzALMM+HzK1eI0kByb50cIqAgAAYO5mme3zgVPPL09yViZDPwEAANhOzPKdv8euRiEAAAAs\nzrLhr6qeu8J+3d1/tiUnrKpbJ3nrVNPNkzw3k5vJ/16SC4b2Z3f3+7fkHAAAAFzdSj1/ly7Rdr0k\nj09ykyRbFP66+/QkByRJVe2U5Nwk70zy2CQv6+6/2pLjAgAAsLxlw193v3TD86q6fpKnZhLQ3pLk\npcvtt5nunuRr3X325C4SAAAALMKKt3qoqhtX1Z8nOSWToHjH7v6j7v72nM5/WJI3Ty0/papOqarX\nVtWNlqnpiKo6oapOuOCCC5baBAAAgI0sG/6q6iVJPpfk4iS/3N3P7+7vzevEVXWtJIck+Zeh6dWZ\nfP/vgCTnZZnexe4+qrsP7O4D161bN69yAAAAdmgr9fw9I8lNkzwnyTer6qLhcXFVXTSHc983yUnd\nfX6SdPf53X1Fd1+Z5DVJDprDOQAAAMjK3/lbcUjoHByeqSGfVbVHd583LD44yRcXfH4AAIDRmOUm\n73NXVddLcs8kT5hqfnFVHZCkM7mR/BOW2BUAAIAtsCbhr7svzeR2EdNtj1qLWgAAAMZg0UM7AQAA\n2AYIfwAAACMg/AEAAIyA8AcAADACwh8AAMAICH8AAAAjsCa3egC2zvojj1vrEgAA2M7o+QMAABgB\n4Q8AAGAEhD8AAIAREP4AAABGQPgDAAAYAeEPAABgBIQ/AACAERD+AAAARkD4AwAAGAHhDwAAYASE\nPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEhD8AAIAREP4AAABGQPgDAAAYAeEPAABgBIQ/AACAERD+\nAAAARkD4AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEdl6Lk1bVWUkuTnJFksu7\n+8CqunGStyZZn+SsJA/v7u+tRX0AAAA7mrXs+fvN7j6guw8clo9M8uHu3i/Jh4dlAAAA5mBbGvZ5\naJJjhufHJHnQGtYCAACwQ1mr8NdJPlRVJ1bVEUPb7t193vD8W0l2X2rHqjqiqk6oqhMuuOCC1agV\nAABgu7cm3/lL8uvdfW5V/XyS46vqy9Mru7urqpfasbuPSnJUkhx44IFLbgMAAMDVrUnPX3efO/z8\ndpJ3JjkoyflVtUeSDD+/vRa1AQAA7IhWPfxV1fWq6vobnie5V5IvJnlPkkcPmz06ybtXuzYAAIAd\n1VoM+9w9yTurasP539Td/1pVn0tybFU9PsnZSR6+BrUBAADskFY9/HX3mUluv0T7d5PcfbXrAQAA\nGINt6VYPAAAALIjwBwAAMALCHwAAwAgIfwAAACMg/AEAAIyA8AcAADACwh8AAMAICH8AAAAjIPwB\nAACMgPAHAAAwAsIfAADACAh/AAAAIyD8AQAAjIDwBwAAMALCHwAAwAgIfwAAACOw81oXANuy9Uce\nt9YlAADAXOj5AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZA+AMAABgB4Q8AAGAEhD8AAIAREP4AAABG\nQPgDAAAYAeEPAABgBIQ/AACAERD+AAAARkD4AwAAGAHhDwAAYASEPwAAgBEQ/gAAAEZg1cNfVe1d\nVR+tqi9V1alV9dSh/flVdW5VnTw87rfatQEAAOyodl6Dc16e5BndfVJVXT/JiVV1/LDuZd39V2tQ\nEwAAwA5t1cNfd5+X5Lzh+cVVdVqSPVe7DgAAgDFZ0+/8VdX6JHdI8pmh6SlVdUpVvbaqbrTMPkdU\n1QlVdcIFF1ywSpUCAABs39Ys/FXVLknenuRp3X1RklcnuXmSAzLpGXzpUvt191HdfWB3H7hu3bpV\nqxcAAGB7tibhr6qumUnwe2N3vyNJuvv87r6iu69M8pokB61FbQAAADuitZjts5IcneS07v7rqfY9\npjZ7cJIvrnZtAAAAO6q1mO3z15I8KskXqurkoe3ZSQ6vqgOSdJKzkjxhDWoDAADYIa3FbJ//kaSW\nWPX+1a4FAABgLNZ0tk8AAABWx1oM+4SrWX/kcWtdAgAA7PD0/AEAAIyA8AcAADACwh8AAMAICH8A\nAAAjIPwBAACMgPAHAAAwAsIfAADACAh/AAAAIyD8AQAAjIDwBwAAMALCHwAAwAgIfwAAACMg/AEA\nAIyA8AcAADACwh8AAMAICH8AAAAjIPwBAACMgPAHAAAwAsIfAADACAh/AAAAIyD8AQAAjMDOa10A\nq2f9kcetdQkAAMAa0fMHAAAwAsIfAADACAh/AAAAIyD8AQAAjIDwBwAAMALCHwAAwAi41cMCuKUC\nAACwrdHzBwAAMALCHwAAwAgIfwAAACOwzYW/qrpPVZ1eVWdU1ZFrXQ8AAMCOYJsKf1W1U5K/S3Lf\nJPsnObyq9l/bqgAAALZ/21T4S3JQkjO6+8zu/kmStyQ5dI1rAgAA2O5ta7d62DPJN6aWz0nyq9Mb\nVNURSY4YFi+pqtNXqTbma7ck31nrIhgl1x5rxbXHWnDdsVZ2uGuvXrTWFSzrZrNuuK2Fv03q7qOS\nHLXWdbB1quqE7j5wretgfFx7rBXXHmvBdcdace1tm7a1YZ/nJtl7anmvoQ0AAICtsK2Fv88l2a+q\n9q2qayU5LMl71rgmAACA7d42Neyzuy+vqicn+bckOyV5bXefusZlsRiG7rJWXHusFdcea8F1x1px\n7W2DqrvXugYAAAAWbFsb9gkAAMACCH8AAAAjIPyxMFV146o6vqq+Ovy80TLb3aeqTq+qM6rqyKn2\nl1TVl6vqlKp6Z1XtunrVs71Z7jqaWl9V9Yph/SlVdcdZ94WVbOm1V1V7V9VHq+pLVXVqVT119atn\ne7Y1/90b1u9UVZ+vqvetXtXsCLby/7m7VtXbhs94p1XVnVa3+nET/likI5N8uLv3S/LhYflqqmqn\nJH+X5L5J9k9yeFXtP6w+PskvdfftknwlybNWpWq2O5u4jja4b5L9hscRSV69GfvCkrbm2ktyeZJn\ndPf+SQ5O8iTXHrPaymtvg6cmOW3BpbKDmcO19/Ik/9rdt0ly+7gGV5XwxyIdmuSY4fkxSR60xDYH\nJTmju8/s7p8kecuwX7r7g919+bDdpzO57yMsZdnraMqhSV7fE59OsmtV7THjvrCcLb72uvu87j4p\nSbr74kw+AO25msWzXdua/+6lqvZKcv8k/7iaRbND2OJrr6pumOTOSY5Oku7+SXd/fzWLHzvhj0Xa\nvbvPG55/K8nuS2yzZ5JvTC2fk6U//DwuyQfmWx47kFmuo+W2mfUahKVszbX3M1W1Pskdknxm7hWy\no9raa+9vkvxhkisXVSA7rK259vZNckGSfxqGHP9jVV1vkcVydcIfW6WqPlRVX1zicbV/AerJPUW2\n6L4iVfXHmQyPeuMcSgbYplTVLknenuRp3X3RWtfDjq+qHpDk29194lrXwujsnOSOSV7d3XdIcmmW\n+FoQi7NN3eSd7U9332O5dVV1/oahTcMwk28vsdm5SfaeWt5raNtwjMckeUCSu7ebUrK8Fa+jTWxz\nzRn2heVszbWXqrpmJsHvjd39jgXWyY5na66930pySFXdL8l1ktygqt7Q3Y9cYL3sOLbm2usk53T3\nhlEOb4vwt6r0/LFI70ny6OH5o5O8e4ltPpdkv6rat6quleSwYb9U1X0yGZJySHf/cBXqZfu17HU0\n5T1JfneYgezgJD8YhiXPsi8sZ4uvvaqqTL73clp3//Xqls0OYIuvve5+Vnfv1d3rh/0+IvixGbbm\n2vtWkm9U1a2H7e6e5EurVjl6/lioFyY5tqoen+TsJA9Pkqq6aZJ/7O77dfflVfXkJP+WZKckr+3u\nU4f9X5nk2kmOn3xGyqe7+4mr/SLY9i13HVXVE4f1f5/k/Unul+SMJD9M8tiV9l2Dl8F2aGuuvSS/\nluRRSb5QVScPbc/u7vev5mtg+7SV1x5ssTlce09J8sYhOJ4Z1+WqKiPpAAAAdnyGfQIAAIyA8AcA\nADACwh8AAMAICH8AAAAjIPwBAACMgPAHwKhV1RVVdXJVfbGq3ltVu25i+12r6n+vVn0AMC/CHwBj\nd1l3H9Ddv5TkwiRP2sT2uybZ7PBXVTttSXEAMC/CHwBc5VNJ9tywUFXPrKrPVdUpVfV/h+YXJrnF\n0Fv4kqq6a1W9b2qfV1bVY4bnZ1XVi6rqpCQPq6p/H5Y/W1VfqarfWMXXBsDICX8AkJ/1zN09yXuG\n5Xsl2S/JQUkOSPIrVXXnJEcm+drQW/jMGQ793e6+Y3e/ZVjeubsPSvK0JM+b9+sAgOXsvNYFAMAa\nu25VnZxJj99pSY4f2u81PD4/LO+SSRj87808/ls3Wn7H8PPEJOs3t1gA2FJ6/gAYu8u6+4AkN0tS\nueo7f5XkL4cevgO6+5bdffQS+1+eq///9Dobrb90o+UfDz+viH+EBWAVCX8AkKS7f5jkD5I8o6p2\nTvJvSR5XVbskSVXtWVU/n+TiJNef2vXsJPtX1bWHmULvvsqlA8BM/IsjAAy6+/NVdUqSw7v7n6vq\nF5N8qqqS5JIkj+zur1XVJ6vqi0k+0N3PrKpjk3wxyddz1TBRANimVHevdQ0AAAAsmGGfAAAAIyD8\nAQAAjIDwBwAAMALCHwAAwAgIfwAAACMg/AEAAIyA8AcAADAC/w8VTt7AVcg74AAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee9680860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "plt.hist(R1, bins=20, cumulative=True)\n",
    "plt.xlabel('Return')\n",
    "plt.ylabel('Number of Days Observed')\n",
    "plt.title('Cumulative Distribution of 600036 Returns, 2016')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2、 散点图_scatter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**价格散点图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock2 = pd.read_excel('sz50.xlsx',sheetname='601318.XSHG', index_col='datetime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAG5CAYAAAA+mY0PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee916c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "plt.scatter(stock1.close, stock2.close, c = ['b','r'], s = 20)\n",
    "plt.xlabel('600036')\n",
    "plt.ylabel('601318')\n",
    "plt.title('Daily Prices in 2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回报率散点图：**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4oAAAG5CAYAAADI/MrSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8XGXZ//HPNZPJnjbdaZvuC1C6UVLKvu8IKCiioLIo\nIiLqA/iwPSKKirL4CAr8EPBBRAFFpMqiICDI0jbdN7rvtLQ0bbZJMpmZ+/fHmTQzaZs0bSYnk3zf\nr9e8kjlz5pxrJm0y17nu+7rNOYeIiIiIiIhIo4DfAYiIiIiIiEjnokRRREREREREUihRFBERERER\nkRRKFEVERERERCSFEkURERERERFJoURRREREREREUihRFBGRjGFmQ82s2syCiftvmdlX/Y7LT2Z2\nq5k95nccIiLStShRFBGRDmNma82s1syqzGynmb1nZteY2T79PXLOrXfOFTrnYgcYx+VmFksknZVm\nNt/MPtWG53eaBNU59xPn3H7FYmY3mdmixM9jjZnd1Ozx4Wb2ppmFzexDMzst6bGBZjbdzD4yM2dm\nw/dw/NPMbI6Z1ZjZRjO7eH/iFBGRjqdEUUREOtp5zrkiYBhwN/DfwOM+xPG+c64QKAYeAp4xs+KO\nOLGZZXXEefaBAV8GegFnAdeZ2SVJj/8RmAv0AW4D/mxm/RKPxYFXgYv2eGCzccAfEs/rCUwCZqfh\nNYiISBooURQREV845yqcc9OBzwNfMbPxAGZ2rpnNTVT6NpjZDxqfk6hwueaJlpllm1m5mU1I2tY/\nUQnrRwucc3HgKaAAGJP0/KMSFc+diYrjSYntPwaOB36VqEj+ak9xJVcdExXMd83sF2a2HfhBYtt/\nzOxeM9uRqOidnfT8y81sdVK179I9xW9mPzCz3zd7f75iZuvN7BMzu62F1/5z59wc51zUObcMeBE4\nNnGsscAU4A7nXK1z7nlgAYnE0Dn3sXPuIWDWXg5/O/D/nHOvJI6/3Tm3au8/CRER6UyUKIqIiK+c\nczOBjXjJF0ANXpWrGDgX+IaZfbqVY0SAZ4DLkjZ/AfiXc25bS89NzHe8AmgA1iW2DQZeAu4CegM3\nAs+bWT/n3G3AO8B1iWGw1+3jS50GrAYGAD9O2rYM6Av8HHjcPAXAA8DZierrMcC8fTwPwHHAwcCp\nwPfN7NDWnmBmhvczWJzYdBiw2jlXlbTb/MT2fXFU4rgLzWyzmf3ezHrv6wsQERF/KVEUEZHO4CO8\nhAzn3FvOuYXOubhzbgHe8McT9+EYTwJfSCQ8AF/CqxTuzVFmthOoA+4FLnPObU08dhnwsnPu5UQc\nrwFlwDltfmVNPnLOPZiortUmtq1zzv0mMefySWAgXiIJ3tDO8WaW55zb7JxbvKeD7sWdiSrgfLzk\nbtI+POcHeJ8Lfpu4XwhUNNunEijaxxhK8H4GF+FVavOAB/fxuSIi4jMliiIi0hkMBsoBzGxaooHK\nNjOrAK7Bq7i1yDk3AwgDJ5nZIcBoYHoLT/nAOVeMNz9vOk0VTfDmT34uMex0ZyKhPA4vkdtfG/aw\nbUtS/OHEt4XOuRq8IbnXAJvN7KXEa9pXW5K+D+MlfXtlZtfhVXHPdc7VJzZXAz2a7doTqGLf1AK/\ndc4td85VAz/hwBJtERHpQEoURUTEV2Y2FS9R/E9i0x/wErchzrmewCN4TVf2xZN41cAvAX92ztW1\n9oREEvMN4Etmdnhi8wbgKedccdKtwDl3d+PTmh2mJvE1P2nbQc1PtY+voTGufzjnTsdLTj8EftOW\n5+8rM7sSuBk41Tm3MemhxcBIM0uuIE6iaWhqaxaQ+prb9PpFRMRfShRFRMQXZtYjsSTFM8DvnXML\nEw8VAeXOuTozOxL4YhsO+3vgM3jJ4u/29UnOuXLgMeD7Scc5z8zONLOgmeWa2UlmVpJ4/GNgZNLz\ntwGbgMsS+18JjGpD3CnMbICZXZCYq1iPV92L7+/xWjjPpXiVvtOdc6uTH3POLcebF3lH4vVfCEwA\nnk96fi6Qk7ibk7jf6LfAFWY20szy8ZLRv7f3axARkfRQoigiIh3tb2ZWhVe1uw24H6+ZTKNrgR8m\n9vk+8Ny+Htg5twGYg1e9eqeNcf0vcI6ZTUwc5wLgVmBbItabaPq7+Uvgs4lupQ8ktn0tsc92vIYv\n77Xx/MkCwH/hzd0sx5uj+Y0DON7e3IW39MWsRAfXajN7JOnxS4BSYAfwU+CzzZoD1eIlseBVPRvn\nXuKcewIvWZ+B1ySoHrg+Da9BRETSwJzTSBAREek6zOwJvMYxt/sdi4iISKbqLAv+ioiIHDAzGw5c\nCBze8p4iIiLSEg09FRGRLsHMfgQsAu5xzq3xOx4REZFMpqGnIiIiIiIikkIVRREREREREUnRreYo\n9u3b1w0fPtzvMERERERERHwxe/bsT5xz/Vrbr1slisOHD6esrMzvMERERERERHxhZuv2ZT8NPRUR\nEREREZEUShRFREREREQkhRJFERERERERSaFEUURERERERFIoURQREREREZEUShRFREREREQkhRJF\nERERERERSaFEUURERERERFIoURQREREREZEUShRFREREREQkhRJFERERERERSaFEUURERERERFIo\nURQREREREZEUShRFREREREQkhRJFERERERERSaFEUURERERERFIoURQREREREZEUShRFREREREQk\nhRJFERERERERSaFEUURERERERFIoURQREREREZEUShRFREREREQkha+JopmdZWbLzGylmd28h8fN\nzB5IPL7AzKYkPVZsZn82sw/NbKmZHd2x0YuIiIiIiHRNviWKZhYEfg2cDYwDvmBm45rtdjYwJnG7\nGng46bFfAq865w4BJgFL0x60iIiIiIhIN+BnRfFIYKVzbrVzLgI8A1zQbJ8LgN85zwdAsZkNNLOe\nwAnA4wDOuYhzbmdHBi8iIiIiItJV+ZkoDgY2JN3fmNi2L/uMALYBvzWzuWb2mJkV7OkkZna1mZWZ\nWdm2bdvaL3oREREREZEuKlOb2WQBU4CHnXOHAzXAbnMcAZxzjzrnSp1zpf369evIGEVERERERDKS\nn4niJmBI0v2SxLZ92WcjsNE5NyOx/c94iaOIiIiIiIgcID8TxVnAGDMbYWbZwCXA9Gb7TAe+nOh+\nehRQ4Zzb7JzbAmwws4MT+50KLOmwyEVERERERLqwLL9O7JyLmtl1wD+AIPCEc26xmV2TePwR4GXg\nHGAlEAauSDrEt4CnE0nm6maPiYiIiIiIyH4y55zfMXSY0tJSV1ZW5ncYIiIiIiIivjCz2c650tb2\ny9RmNiIiIiIinvJy2LYNulEBRCTdlCiKiIiISGaKRuHii2HgQBgyBE4+GWpq/I5KpEtQoigiIiIi\nmem+++CllyASgfp6mDEDbrzR76hEugQliiIiIiKSmd55B8Lhpvt1dfDee/7FI9KFKFEUERERkcx0\n8MGQnd10PxiEUaP8i0ekC1GiKCIiIiKZ6fvfh5EjoagIevSAAQPgwQf9jkqkS/BtHUURERERkQPS\nsyfMmwf/+Y/X2ObYY6Gw0O+oRLoEJYoiItKyWAxWrICsLG9Il5nfEYmINMnJgVNP9TsKkS5HQ09F\nRGTvdu6EKVOgtBQmTvQ+jNXX+x2ViIiIpJkSRRER2btvfxs+/NBbl6y2Fj74AO6+2++opDU7dsCC\nBVBR4XckIiKSoZQoiojI3s2d661P1qi2FmbO9C8ead2zz8LgwXDccTBoELz4ot8RiYhIBlKiKCIi\nezd+PIRCTfdzc2HyZP/ikZZt3QpXXOEl9FVV3vpyX/yiV2EUERFpAyWKIiJtVVkJ118PJ54IN96Y\nuthzV/PAAzBihNd6vqAAJk2C227zOyrZm1WrUhN78JoQrV3rSzgiIpK51PVURKQtolE44QRv3l59\nvTcM8/334Z13INAFr7317QsLF3rz3bKyYMIEb0Fr6ZyGD4eGhtRtDQ0wdKgv4YiISObqgp9qRETS\naMECr2rT2Pmzrs5bw2vlSn/jSqfsbK/r6eTJShI7u4EDvcXG8/K89eXy8uA3v4E+ffyOTEREMowq\niiIibRGP73m7cx0bh8jeXHUVnHUWrF4No0d7yaOIiEgbKVEUEWmLSZNg2DBvAfpIxGvucthhMGaM\n35GJNBk82LuJiIjsJw09FRFpi1AI/vMf+MpXYNo0r3rzxhtdc36iiGSMtbW1HDl7NgVvv824mTOZ\nX13td0gikuHMdaPhUqWlpa6srMzvMERERETaTTQeZ9SMGWysr6dxcHyvrCxWT5tGcfMuuCLS7ZnZ\nbOdcaWv76RK4iIiISAZbW1fH9oYGkmdQx5xjrqqKInIAlCiKiIiIZLCeWVk0NBshFnOO4iy1ohCR\n/adEUURERCSD9cvO5puDB1MQCBAACgIBzujdm8mFhX6HJiIZTJeaRERERDLcfaNGcVJxMfOrqxmV\nl8cl/ftjZn6HJSIZTImiiIiISIYzM87v25fz+/b1OxQR6SI09FRERDLOP8vLOX/hQi5ctIj3Kir8\nDkdERKTLUUVRREQyykvbt/O5xYupjXs9Hl8tL+dfkyZxdM+ePkcmIiLSdaiiKCIiGeWn69btShIB\nauNx7tuwwceIREREuh4liiIiklGizZYBAG8pABEREWk/ShRFRCSjfLekhPxA05+vvECAb5WU+BiR\niIhI16M5iiIiklE+P2AAZsYvN24ky4xbhw3jlF69/A5LRESkS1GiKCIiGefi/v25uH9/v8MQERHp\nsjT0VERERERERFIoURQREREREZEUShRFREREREQkhRJFERERERERSaFEUURERERERFIoURQRERER\nEZEUShRFREREREQkhRJFERERERERSaFEUURERERERFIoURQREREREZEUWX4HICIikski8TiPbd7M\n2ro6junRg0/36+d3SCIiIgdMiaKIiMh+isbjnDhvHvOrq6mNxykIBLi+qoqfjBzpd2giIiIHRENP\nRURE9tObO3eyqKaG2ngcgJp4nHs2bKA2FvM5MhERkQOjRFFERGQ/VcViu/0hDcCuxFFERCRTKVEU\nERHZT8f27JlyP2TGYQUF9MrSzA4REclsShRFRET204DsbN6aPJkJBQX0zsrilOJi/jFxImbmd2gi\nIiIHRJc8RUREDsDhRUUsmDrV7zBERETalSqKIiIiIiIikkKJooiIiIiIiKRQoigiIiIiIiIplCiK\niIiIiIhICiWKIiIiIiLdXSwGP/4xTJkCZ5wB8+f7HZH4TF1PRUREugnnHM9t28aycJjDCgq4sG9f\nLeUhIp4bb4RHH4Vw2Lt/3HGwYAGMGOFvXOIbJYoiItKl1cfjzKysxIAje/QgO9A9B9M457hs6VJe\n/OQTwvE4+YEA/xwwgP938MF+hyYincHjjzcliQCRCPzlL3DDDf7FJL5SoigiIl3W9oYGjp4zhy2R\nCACDc3J4//DDKQ6FfI6s430YDvPCJ59QG48DUBOP87uPP+b2YcMYkpvrc3Qi4rvmF9HMIBj0Jxbp\nFHy9rGpmZ5nZMjNbaWY37+FxM7MHEo8vMLMpzR4PmtlcM/t7x0UtIiKZ4qZVq1hbV0dVLEZVLMbq\n2lpuXb36gI5ZG4uxNRLBOddOUXaMndEooWbDTENm7IxGfYpIRDqVG2+E/Hzv+0DA+/7zn/c3JvGV\nbxVFMwsCvwZOBzYCs8xsunNuSdJuZwNjErdpwMOJr42+DSwFenRI0CIiklGWhsM0JCV0EedYnDy0\nqo3uWruWH65bRwAYnpvL65MmUZIh1bgJBQVkBwJYLIbDu1JcFAwytvGDoYh0b7fdBiUl8Oc/Q//+\ncMcdMHCg31GJj/ysKB4JrHTOrXbORYBngAua7XMB8Dvn+QAoNrOBAGZWApwLPNaRQYuISOaYVlRE\nbtJwqrxAgKN77N+1xdfKy/np+vU0OEe9c6ysreXiJUtaf2InUZiVxduTJzO+oICCQIDJhYX8e/Jk\ncrrpnE0RacYMLr8c/v53eOIJGDbM74jEZ37OURwMbEi6v5HUauHe9hkMbAb+F/geUNTSSczsauBq\ngKFDhx5YxCIiklF+MnIkc6urmVlVBcAxPXrwg+HD9+tYs6qqqE/M7wOIAfOqq9shyo5zaEEBC6ZO\n9TsMERHJABnZzMbMPgVsdc7NNrOTWtrXOfco8ChAaWlpZk0oERGRA5IfDPLW5MlsrK/H8JrZ7O9y\nEENzcsgNBKhJShYHZme3U6QiIiKdi5/jTTYBQ5LulyS27cs+xwLnm9lavCGrp5jZ79MXqoiIZCoz\nY0huLiW5uQe0ZuAXBgzg2J49KQwG6REMUhQM8vShh7ZjpCIiIp2HnxXFWcAYMxuBl/xdAnyx2T7T\ngevM7Bm8YakVzrnNwC2JG4mK4o3Oucs6KnAREel+gma8MnEi71RUsKOhgWk9ejAwJ8fvsERERNLC\nt0TRORc1s+uAfwBB4Ann3GIzuybx+CPAy8A5wEogDFzhV7wiIiIBM04sLvY7DBERkbSzTFsH6kCU\nlpa6srIyv8MQERERERHxhZnNds6VtrafemKLiIiIiIhICiWKIiIiIiIikkKJooiIiIiIiKRQoigi\nIiIiIiIplCiKiIiIiIhICj/XURQRka4qHIbp072vp50GQ4f6HZGIiIi0gRJFERFpX1VVcMQRsHkz\nOAdm8OabUNpqJ24RERHpJDT0VERE2teDD8L69VBdDTU13terr/Y7KhEREWkDJYoiItK+Nm6E+vrU\nbR9/7E8sIiIisl+UKIqISPs67TTIz2+6n5MDJ5/sXzwiIiLSZkoURUSkfV14IdxyC2RnQzDoJYmP\nPOJ3VCIiItIG5pzzO4YOU1pa6srKyvwOQ0Ske3AOYjHIUt80ERGRzsLMZjvnWu0wp4qiiIikh5mS\nRBERkQylRFFERERERERSKFEUERERERGRFBoTJCIiGaUyGuWNHTsImHFKcTGFGt4qIiLS7vTXVURE\nMsam+nqmzp5NdSwGQHFWFmVHHEH/7GyfIxMREelaNPRUREQyxk2rVrEtEqEqFqMqFmNLJMKtq1f7\nHZaIiEiXo0RRREQyxuraWqJJ9xucY3VdnW/xiIiIdFVKFEVEJGOcXFxMXqDpT1deIMDJxcU+RiQi\nItI1KVEUEZGMceeIEZzZuzdZZmSZcX6fPtwydKjfYYlIO3DOsSwcZn51NZF43O9wRLo9NbMREZGM\nkR0I8ML48VRHo5gZBcGg3yGJSDtoiMc5b+FC3qmoIGDGgFCId6dMYYAaVYn4RhVFEel+5s2D3/wG\nXn0VnPM7GtkPhVlZShJFupAHNm3i7YoKwvE41bEY6+rquHrZMr/DEunWVFEUke7liSfguuvAzLud\nfTY895z3vYiI+GJOVRW1ScNNo8DCmhr/AhIRVRRFpBtpaIBrr4XaWgiHoaYGXnkF3nnH78hERLq1\nyYWFKY2qsoDxBQX+BZRB4s7xrx07eG7rVtarC7S0I1UURaT7qKrafahpIACbN/sTj4iIAPCdkhJe\n27GDdysqCJrRLxTi0bFj/Q6r04s5xzkLFvBeZSWGlzT+fcIETurVy+/QpAtQoigi3UevXjBoEKxb\n15QwxmIwdaq/cYmIdHOhQIB/TJzIh+Ew9fE44woKyA5o4Ftr/rxtG+9WVFCTNGz3sqVL2XjMMT5G\nJV2F/geKSPdhBq+/DmPGeN/36OHNTxw50u/IOpdYDJYsgWXLQC3qRaSDmBmHFhQwuahISeI+2lBX\nR6TZSJmtDQ0+RSNdjSqKItK9jBrlJUCRCIRCamLTXEUFnHQSrFjhVV2nTIF//hPy8vyOTEREmpnW\nowchMxoSyWIQOLyw0N+gpMvQ5RoR6Z6ys5Uk7sl//RcsXeo1+gmHYfZsuOsuv6MSEZE9OL64mJ+M\nHEnIjJAZY/Pz+cv48X6HJV2EKooiItJk7lyor2+6X1sLZWX+xZMGldEo5Q0NlOTkkKXhbSKS4b5d\nUsK1gwZRE4tRHAr5HY50IUoURUSkyYQJsHixNzQXIDcXJk9Oy6leKy/n+W3b6B0K8a3BgxmYk5OW\n8yS7f8MGblm9miwzemRl8cakSRyqFvwikuFCgQDFuvAl7cxc81bxXVhpaakr62JXxkVE2lV5ORx3\nHGzY4M1RHDcO3noL8vPb9TRPbtnCtcuXE47HyQJ6hUIsnDqVAdnZ7XqeZDMrKzl53jzCSQ16Rubm\nsuqoo9J2ThERkc7GzGY750pb208VRRERadK7N8yfDwsXQjAI48d7X9vZratX70rYokBFNMqTW7bw\nvaFD2/1cjeZWV++2bU1dHQ3xOCFdiRcREUmhRFFEpAVx51hTV0e2GSU5OVh3aIATCnndTtOortmy\nG1HnCMdiaT3nyNxcmv/0+oRCShJFRET2QH8dRUT2oryhgcPLypg4axZjZ87kM4sWEdW6gu3ii/37\nk5+UoOUGAny6b9+0nvO0Xr24OHHensEghYEAz40bl9ZzioiIZCpVFEVE9uLa5cv5MBzetZjxazt2\n8MuNG7khjcMju4v7R48mJxDgT9u20SMri1+MGsXkoqK0ntPMeOKQQ/jW4MFsiUQ4vLCQgzqggY6I\niEgmUqIoIrIXs6urdyWJAOF4nJlVVT5G1HWEAgHuHT2ae0eP7vBzH57mhFRERKQr0NBTEZG9OCQv\nj+Q2LrmBAOO1lIKIiIh0A0oURUT24pGDD2ZQTg49EvPZJhUUcOOQIX6HJSIiIpJ2GnoqIrIXg3Ny\n+PDII5lTVUV2IMARRUUEu0PXUxEREen2lCiKiLQgPxjkuOJiv8MQERER6VAaeioiIiIiIiIplCiK\niIiIiIhICiWKIiIiIiIikkKJooiIiIiIiKRQoigiIiIiIiIplCiKiIiIiIhICiWKIiIiIiIikkLr\nKIqIiP/q6+GFF2DHDjj5ZDjkEL8jEhER6daUKIrIXr1fUcHNq1dTGY1y6YAB3DBkCGbmd1jS1dTV\nwdFHw8qVEIuBmZc0nnGG35GJiIh0W0oURWSPFlVXc9r8+YTjcQCWr11LTSzGHSNG+BxZ2y2qrmZp\nOMzY/HwmFRb6HY4099RTsHw5hMNN2666CjZs8C8mERGRbk5zFEVkj/6wdSu1iSQRIByP88jmzT5G\ntH9+uXEjR86Zw1eXLeOYOXO4a+1av0OS5rZu9YaeJisv9yWUhdXVTJg1i57vvMNxc+awsa7OlzhE\nRET8pkRRRPYoZLbbL4isDBt2ujUS4eZVq6iNx6mMxQjH4/x4/XrW6cN/53LiiZCT03Q/OxtOOKHD\nw9jZ0MCJ8+axqKaGyliMDyorOXHePGLOdXgsIiIiflOiKCJ7dMVBB1EQDO76JZEfCHD7sGG+xtRW\nmyMRsgOpv+ZyzNjYvHol/jruOHjgASgshGAQjjkGnn76gA9bFY3yxSVLGPDuu0yYNYv3Kypa3L+s\nqiolKYwBWyIR1uvCgoiIdEOaoygiezQ8L4+yI47gJ+vWsTPRzOaz/fv7HVabjMrN3W1bDDgkP7/j\ng5GWXXWVd4vHIdA+1zAvXryYN3fupN45tjY0cPr8+SycOpUReXl73L9nVtZu1cOoc/TI6hp/KlfX\n1vJKeTm5gQCf69evy7wuERFJD18rimZ2lpktM7OVZnbzHh43M3sg8fgCM5uS2D7EzN40syVmttjM\nvt3x0Yt0fWPy8/ntoYfywoQJGZckAhRmZfHShAkUZ2WRY0ZRMMgLhx1Gn1DI79A6vZhz3L56NaM/\n+IDDy8r4144dHXPidkoSY87x2o4d1Cclfg54vYXXUVpUxInFxRQkYigIBPjGoEFd4t/LzMpKJs6a\nxY0rV3L9ihWMnzWL7Q0NfoclIiKdmG+XE80sCPwaOB3YCMwys+nOuSVJu50NjEncpgEPJ75GgRuc\nc3PMrAiYbWavNXuuiAjHFRfzybHHsr2hgT6hEMEMm2fpl5tXr+ahTZt2db09f+FC3jn8cKYUFfkc\n2b4JAKFAgFhSQ6YAUBgM7vU5Zsb0CRP4/ccfszIcZkpREZ/u2zf9wXaAby5fTk3je+EcDZEIv9iw\ngbtGjvQ3MBER6bT8rCgeCax0zq12zkWAZ4ALmu1zAfA75/kAKDazgc65zc65OQDOuSpgKTC4I4MX\nkcwRNKN/dnbnTRLXroV33oFt2/yOZJentmzZlSQC1Mbj/GnrVh8jahsz40fDh5OfqA7mmDEoJ4cL\nWkn8gmZ85aCD+NHIkXymX78us27o1mbVwwbn2ByJ+BSNiIhkAj8TxcFA8iJZG9k92Wt1HzMbDhwO\nzNjTSczsajMrM7OybZ3oQ5iICAA/+QmMGwfnnQcjRsArr/gdEQA5zYaABoH8FqpxndGNQ4fy7Lhx\nXD94MD8cMYKyI47IuNfQXs7p3Zu8pJ9pfiDAuX36+BiRiIh0dhnd9dTMCoHnge845yr3tI9z7lHn\nXKlzrrRfv34dG6CISEsWLYK77oLaWqiogJoauPhi6ARzx340YsSualwQ6JGVxZUDB/ob1H74VN++\n/HLMGL43dChF3bh5yy9Gj+a8Pn0ImVEQCHDH8OFcqL+JIiLSAj//am4ChiTdL0ls26d9zCyElyQ+\n7Zz7SxrjFBFJj5UrIRTyEsVGsZi3AP1gf0fTf/mggxiQnc1zW7dSnJXFd0pKGJy81qGP5ldX89dt\n28gPBvnKQQfRPzvb75A6vdxgkGcPOwznXJcZTisiIunlZ6I4CxhjZiPwkr9LgC8222c6cJ2ZPYPX\nxKbCObfZvL9yjwNLnXP3d2TQIiLt5tBDd6seNuTlsbqoiOJIhAE+J0Bn9u7Nmb17+xpDc2/u2MGn\nFi6kLh4ny4x7NmxgfmkpAztJEtvZKUkUEZF95dvQU+dcFLgO+AdeM5rnnHOLzewaM7smsdvLwGpg\nJfAb4NrE9mOBLwGnmNm8xO2cjn0FIiIH6OCD4b77ICcHiopYM3o0o55/niPmzWPY++/z7RUrcM3W\n9evuvrNyJeF4nDgQcY4dDQ38cuNGv8Nqs48jEZ7++GP+tHUr1dGo3+GIiIjsxtcJG865l/GSweRt\njyR974Bv7uF5/wF0WVREMt83vuHNS9y8mYvDYTaFw8QT3UYf37yZU3r1arVTZ3dS2SypigLlGZZo\nfVhTw9H/7baOAAAgAElEQVRz5xJN/Jz7ZWcz+4gj6NUF1msUEZGuI6Ob2YiIdAl9+sD48SypqyOe\ntLk2HmdBdbVvYXVGF/Xrt6vJDnjdOy/KsKYs31yxgopolOp4nOp4nE319fxk/Xq/wxIREUmhRFFE\npJMYnpubcj8vEGB0Xp5P0XROPx05kisOOoheWVkMzM7mwTFjOt08ytZsrK8neUBxxDnW1dX5Fo+I\niMiedN9e4SLS9VVUwLp1MHQoFBf7HU2r/jhuHCfNm0fcORqc46zevfl8//5+h9WphAIBfjV2LL8a\nO9bvUPbbqb16saG+ntrE0NP8QIAzevXyOSoREZFUShRFpGv661/h0kshGIRoFP7v/7y5gJ3YxMJC\n1hx1FPOqqynOymJiQYG6VHZB940axcb6el7evh0z4+pBg7gqA9eoFBGRrs26U0e90tJSV1ZW5ncY\nIpJuO3ZASQmEw03b8vJg7VpQhc6zciW89hoUFMBFF3lfpUPVx+MEgayAZoGIiEjHMbPZzrnS1vZT\nRVFEup41ayCr2a+37GxYtUqJIsA778DZZ0Ms5lVcf/QjmD0bevTwO7JuJaeNCaJzjnnV1eyMRjm8\nsJBidUkVEZE00mVMEcl8zsHvfuclP5de6i1i32wheyIRGD7cl/A6nWuugZoaqKvzvm7YAI880vrz\n9sfatfD3v8PChek5fjcRd46LFi/m+Llz+cyiRYycMUMdcUVEJK2UKIpI5rv/fm89wldfhWeegTPO\ngB//2Btu2rOn9/VXvwLNA/N88knq/fp62LKl/c/z3HNw2GFw2WVw1FFwyy3tf45u4pmtW/lneTk1\n8TgVsRg7olEuWbLE77BERKQLU6IoIh7noLLS+5pp7rmnaT5iPO59Hw57Q03/9jdYsQKuvNLfGDuT\n006DnJym+/n5cPrp7XuO+nq4/HLv51BR4X194AGYP799z9NNrKqtJRyPp2zTkhoiIpJOShRFBN54\nA3r18hZ+HzAAZs3yO6K2icVS7zvnbRs4EI4/HgYP9ieuzurRR72qa1aW18Tmpz/1hu22p+ZVS4BQ\nyBuKKm02qbCQ/KQ5jQHgMDUgEhGRNFKiKNLdffIJXHCBV/WJRmHbNjjzTKit9TuyfffNb3pVsUa5\nuXDJJWk73Ya6Ok6fP5+S997j3AUL2FJfn7ZzpUVBAUyfTqSujpkffUTZ5ZcTbVatOmADBnhDfpNF\nIjB+fPuep5s4r08frh40iGwzCgIBSnJyeG7cOL/DEhGRLkxdT0W6uyVLvM6XyaJRr3NopnwQveMO\nby7iH//oVUbvvhvStCB7bSzGMXPmsDkSIQZ8XF7O8fPmsWTqVEIZtMzBJ5EIx86dy+ZIBOccY/Pz\n+ffkyRQ27xa7v7KyvDmjZ53lNc2Jx+E3v4FRo9rn+N2MmXH/6NHcMnQoFdEow3NztayGiIikVZs+\nEZjZCOBwYIlz7sP0hCQiHWrgQK/SkywSyaxlJMzgu9/1bmm2oKaGiliMxsGuUWBLfT0ramsZ15mH\nAq5a5VVe16+Hk0/me1/9Kmvr6ogk5qQurqnhB2vXcu/o0e13zqlTvSY5mzdDv367VxilzfplZ9Mv\nO9vvMEREpBto8XKkmf016fsLgDeA84AXzezy9IYmIh1izBi4/npv6GZhoff1xz+Gvn39jqxTygsE\niDdr+BNNbO+0tm+HadPgtddg6VJ44gmu+Na3diWJAPXOsaCmpv3PHQrB0KFKEkVERDJMa59shiV9\n/9/AKc65K4BjgfRfuheRjnH33V5Dm4cfhnffhRtu8DuiTmtCQQHHFBWRl2igkx+Pc3avXgzPzfU5\nsha88YZXJW6ch1hXxzEffEBx0tzKvECAI4uKfApQJM1eeMFrbHXyyfCPf/gdjYhIRmht6GnyZfNs\n59waAOfcJ2bWzp0PRMRX06Z5N2mROcdLN9/MQ716sWDoUI5Ys4avx2LY88/7HdrehUK7bQoAhxQV\nsSAaxQFH9ejB7cOG7bafSMZ74QVvLc/GJXRmzIDp071lYrqahgZvbvDOnXDCCaD/0yJyAFpLFCeZ\nWSVgQI6ZDXTObTazbCDYynNFRLqeRYsIvfsu304eppmX5y37MGKEb2G16IwzvDmC9fVeZTE/H7vs\nMt49+mhW1tYSNGNkbi5m5nekIu3vvvuakkTwOjo/+GDXSxQjEa9qumSJd985L2k87jh/4xKRjNVi\nouic21symA98vf3DERHp5Gprd+8SGwx27uVE8vOhrAzuugtWr4ZTT4VrryVgxtjkZUUyVG0sxsyq\nKrLMOLKoKKO6z0oH2NO/h654UeTJJ2HRotSk+Ctf8RpZiYjsh33uempmvQGcc+XOuZ3A+2mLSkSk\ns5o0yVuKo6YGYjFvWOfAgV5ToM6sVy+vstLFbKmv56g5c9gRjRIHRuTm8u7hh1PUXst8SOa7+Wbv\nQknjxZz8fLjxRn9jSodNm3a/YLV1qz+xiEiX0FrX06Fm9oyZbQNmADPNbGti2/COCFBEuol4HP71\nL3j2WVi3zu9o9i4312v4c+qpMGQInHkmvP32HucBSvp9a8UKNtXXUxmLUR2LsTwc5oed+d/Pgais\n3H0pG2ndOefAX//qfT3//K47HPPYY1O7C4dCcPTR/sUjIhmvtUuuzwL/C1zqnIsBmFkQ+BzwDHBU\nesMTkW4hFoNPfQr+8x9vSFg8Di++6CVjndGQIV2+c+LycJjfbt6MA7500EEc1knXiFxWW0s06X69\ncyxJxzIfftq+Hc46C+bN8+7ffjvccYe/MWWaM87wbl3Z6afDD38It97q/U6dMgX+8Ae/oxKRDNba\nRI6+zrlnG5NEAOdczDn3DNAnvaGJSLfxwgvwzjtQXQ1VVd6wzssu8zuqbmtRdTVHzJ7Nzzds4Ocb\nNjBt9mxmVVb6HdYeHVlURE7SfLO8QIBjevb0MaI0+NKXYP58iEa92z33wN/+5ndU0hndcIM3R7Gy\nEj74QOvhisgBaS1RnG1mD5nZNDMblLhNM7OHgLkdEaCIdAMbNnht3ZN98ok/sbRk+XJ46in45z+b\n1iTsgn64bh01sRhxvDWSauJx/mfNGr/D2qNfjB7N4UVF5AYC5JhxanEx3xsyxO+w2tcHH6T+/6ip\ngffe8y8e6dyCQW8epojIAWpt6OmXgauAO4HBiW2bgOnA42mMS0S6k2nTICuraf5VMOg1jelMpk+H\nSy7xYnMOTjnFm/fUFTpsrl3rDVFzDi65hIrE2orJKmOxPT0zferqvOU8WqkOFmVl8d7hh7Oxvp4s\nMwbm5HRQgB1o4EDYsaPpfl6eN/xZREQkjcy55h8Huq7S0lJXVlbmdxgisie/+pU3bMo5GDXKq9p1\npg/DxcVQUdF0v7AQ/vhHb25lJlu61EvUa2u99z4vj6ffeIOra2sJJ6qm+YEA940axTWDB7dysHbg\nnNel8v77vfmqRxwBL7/sdW1tq3i8ayTys2Y1zdd1DsaN8xoodcWkWERE0s7MZjvnSlvbr9W/oGZ2\nppk9bGbTE7eHzeys9glTRCThuuu8OYpbt3oLRnemJDEa9eb8JIvH4aOP/ImnPX3/+977Ho16DTBq\narj0hz/knpEjGZKTQ0lODncOH87XBw3qmHieew5+/WsvnoYGmDMHrrqqbcd4/XXo18/r+jh+PHTS\nYbP7bOpU+PBDeOwx+NOfvK67ShJFRCTNWhx6amb/C4wFfgdsTGwuAa43s7Odc99Oc3wi0p2EQl7l\nrrPJyvKqOEuXNs1NdA6OPNLfuNpDebn3Who5B+XlXFtSwrUlJR0fz9tve3PwGkUibZuPt349fPrT\nTcdYuhROOw1WrkzLIutbIxHmVFXRLzubKYWFWLoWch80CC6+OD3HFhER2YPW5iie45wb23yjmT0L\nLAeUKIpI9/DSS94SBStXeonjI4/A5Ml+R3XgPv95r1lKOOzdz8+HL3zBv3hGjvTWqqyra9rWloR1\n5kxvHmmjeNxbiHz79nbvAPleRQVnLVhAAIg6x/l9+vD0uHHpSxZFREQ6UGuJYp2ZTXXOzWq2fSpQ\nt6cniIjsq2g8TlZiDlk4FuPDcJg+oRDDcnNh7lyvycqECTB6tL+BAgwb5lWnqqu9ZKorzH0D+NrX\nvCTq/vu9+9/6Fnzzm/7Fc+218PTTsGKFVwEMBOCJJ/b9+f37796R1jno0aN94wQ+t3gxVUlNfqZv\n387ft2/nPC1JICIiXUBrieLlwMNmVkTT0NMhQEXiMRGRNptfXc35Cxeyob6e/qEQ94waxXdXrqTB\nOSLO8bennuLUP/wBy8ry5qo98oi3llxnUFi430+NxuMEzTpXxckMbrnFu3UGeXkwYwb861/e8NHj\nj/eSv311/PHeUNPXX/f+7QQC3rqD2dntGqZzji2NXXoTos6xuk7XUNNm9mxYuNBrdnX88X5HIyLS\n5e1T11MzO4ik5TGcc1vSGlWaqOupiP/qYjFK3n+f7dHorm0BoLEGNGHVKj745jfJr69velJurjeX\nLi+vQ2NtL5XRKBctWsSbO3cSMuOukSO5oTM16+lq4nFmv/wy68rLmThmDKOPPjotpxk3cyYfhsO7\nlhLJDwR4ZeJETuiM82wz3S9+Abff3jTP9Mor4YEH/I1JDpxz3q2rjNAQyRDt2fXUgGHJN+tUl8NF\nJJOsqqsj0uwCVfJAwaFbtxLJajbYIRCAbdvSH1yaXPnhh7xTUUEMqHOO769Zwyvbt/sdVpf13VWr\nOKFHD64YMYJJDQ08/fHHaTnPi+PHMzg7m/xAgGwzbh06tFMkif8sL+fTCxfy2UWL+CB5SZdMtXOn\nt2RKOOxVmWtqvA6wS5b4HZnsL+fge9/zuvfm5MCllzatoysinUZrXU/PAB4CVgCbEptLgNFmdq1z\n7p9pjk9Euph+oRCRZnPIDHZVZRaOGEF2UrUR8CqJAwe2/WRbtniNTEaPbnXh9nZXXe0tadCnD2/t\n3El9UnIcjsd5Y+dOzu7Tp2Nj6gbmVlXx6ObNu9aABPjqsmVc1LcvuclNbtrBmPx81hx1FJsiEXpl\nZdGj8QLHRx95Q3nXr4czz4SbbkptsJNGL23fzucWL6Y28fpfKS/njcmTmZaGOZodZts2b+hwciKR\nne29z+PG+ReX7L/HHvOWwWlo8O6/8IL3O/7ee/2NS0RStFZR/CVwmnPubOfcVxO3s4DTE4+JiLRJ\n/+xsbh02jPxAgPxAgIJAgEv696dPVhY9gkG2DhrE7++5B5eX5w057dMHXn3VWzqjLX75SxgxAk45\nxeua+eab6XlBe7JwIQwf7i2SPm4c/crLUx7ONWNwO8+Z61Tq63dfd7KDrK+vJ6vZoBeLx9n+8MPw\n0ENe4552lBUIMCw3tylJ3LkTpkyBP/wB3noLfvQjuPrqdj1nS+5at25XkgjeRYn7N2zosPO3hzd2\n7OAn69bx1JYtRONxGDrU+12QLBaDiRP9CVAO3MsvN3VaBqit9X7Pi0in0lozmyyamtgk2wS08VOb\niHQ2/965k1e2b6dvKMTXBg2iZ/Mhn2ny/eHDObVXLxbV1DA2L4+Te/WiOhplaaLr6cgTToCvf937\nUN+/f9urMUuWeBWdurqmZRYuuMCb59gRr/HCC1MSksd+9CPO/PnPIRjEzBiak8PVHbWA/X7a2dDA\njatWMb+6mslFRdw7alTr/z6c8973++7z7k+d6i0r0qtX+gNOmFhQQLTZ0ObCigoOuukmb37bnXfC\n/Plw0EHpCeDVV72hkY1V8XAYnnzSa8jU1osd+yG2h74Dzd+Pzuze9eu5Y+1a6uNxcgMBfrtlC69N\nmkTw9dfh3HO9UQJFRfD8821rciSdS0mJ9/+hsaJo5q0VKiKdSmufmJ4AZpnZM0DjJckhwCXA4+kM\nTETS63dbtvCN5cupjcfJNuPXH33E/NLSpspImh3bsyfHJg0HLczKYmry8Ljs7P0bbgqwbJn3IaS2\ntmlbNApbt3bMh5G1a1PuHrtgAQsXLeKNz36WwmCQC/r0afdhkO0pGo9zwrx5LA+HqXeOhTU1zKqs\nZHZpKcGWpqj/+c/w4INNSdLs2XDVVfCXv3RM4MCIvDyePOQQvvzhhzigqLKSf9x4I8HGCwYNDfCz\nn3nNUdLB56TsOyUlfG3Zsl1Db/MCAb45eHArz+ocIvE4t65ZQ0PiPayJx5lVWckbO3Zw+qRJsHGj\nl3jn5TU1tZHM9D//4yX7lZXe/5lQyBsFIiKdSoufCJ1zPzWzF4Hzgca2cZuAS51zmkUu0s5izvHf\nq1bx+JYtZAG3DhvGd9PUHfOGlSt3fZisd46PIxGe/vhjvpEhHypbNHZs05XqRsEg9Ou3f8d74w34\nyle8KuGRR8Jzz7VczRg+HFaubLofCjFi9Giu2t/Et4MtCYdZU1u7a15lvXOsrK1laU0N41taHuTf\n/04dThaJwHvvpTna3X22f38u6NuX8miUfhMnEkj+WUSjkKbmNoA3JzEvz7tIEYt5a25eeGGHVBMB\nvjhgAAb8cuNGQmbcNmwYp3RgRfdAhJPWpGxkZuxInrOcn9+BEWWgaNT7f9fZ36f+/b2RH9OnezGf\nffb+XxgUkbRptXSQSAiVFIp0gJ+sW8fDH320K4G7fc0aBmZnc8mAAe1+rnCzhjIN8XjK4uEZ7bDD\n4Ic/9K5aZ2d7C7C/8ML+fVhfvRrOO68pAXr3XW8I3KxZe3/OX/4CJ5/sJauRCFxxBZx1VouniTnH\njoYGeodCBHyuliQ3F0rWalwjRnhzyZLXEiwpac/Q9lkoEGBAdrb3s1u/vqm6nJ/vDUM+UGvXepXJ\n7dvhkku8ZBCgd28oK/Ma2KxfD2ec4f077EBfGDCAL6Thd0a69czK4uC8PJaGwzT+JnLOcUwmN+Lp\nSD/+MfzgB16F7sgj4e9/9/49dlbFxfDlL/sdhYi0oMV1FM2sJ3AL8GmgP95nh63Ai8DdzrmdHRFk\ne9E6itLZTZg5k0XJFRngM3378pfx49v9XJ9fvJjpn3xCXeJ3QH4gwPtTpjDxABaU73Q2bfJuY8bs\n/zy5J5+E667zupg2Cga9+80bbCSrqdnV9ZThw1s8xWvl5Vy0eDGReJz8YJCXJkzg6H3s0vpBRQVl\nVVUMz83l3D59aI/Vi2LOccycOSyoqaEuMVdsUkEB702Z0nKyWFsLxx4LK1Z4QwMDAa/KOGnSAce0\n3xoa4NprveYyWVneWnw33XRgx9y4ESZM8IbNxeNe8nnffXDNNe0Tcze2ub6ezy1ezJzqavqHQjx1\n6KEc3wmWHOn0XnoJLr646YJWKORVt//2N3/jEpFOaV/XUWytovgc8AZwknNuS+LABwFfSTx2xoEG\nKiJNejereAWAvmkasvbbQw7hmuXLeXn7dnpmZfHrMWO6VpIIMHiwdzsQe0owg0GvUtmSggI44ohW\nD78tEuEzixZR0zgMOBrlrPnzeW/KFIbm5lLUwpzR/92wgdvWrCEOBIFz+/ThmXHjDjhZDJrxxuTJ\n3LFmDXOrq5lSWMidI0a0XlHMy4MPPoDXX/cS5RNOAL8rW6EQ/OY33q29PPmkd6GgsSofDnsVbCWK\nB2xgTg7/mTLF7zAyz9tvpw77bmjwRj+IiByA1hLF4c65nyVvSCSMPzOzK9MXlmQs57zhVs7BsGFq\nONBG944axcnz5lEXjxMwozAY5LZhw9JyrvxgkN8deijgVZDe2rmTP2/dyjE9ezIoJyct58xI55zj\nVY8WLPCGVObkwM9/7lXL2mhtbS1fW76clbW1TC0q4pGxY1kSDu+2nENlPM7UOXOIO8eDY8bwtT00\n4AnHYvz36tVEkkaFvLR9Ox9UVu5zNbIlBcEg944e3fYnZmd771lX1tDQlCQmbxPxy5AhTXNjG6Wr\ns6+IdButJYrrzOx7wJPOuY8BzGwAcDlNXVBFPHV13tyt997zEsTJk+G117zKiuyTqT16MLu0lOe3\nbSPbjC8OGJD2pC0aj3P6/PmUVVfvmpv2z4kTW0w2KqJRNtbXMzQnp8WKV5eQleUNn3z6adi82Rta\necIJbT5MVTTK0XPnsi0SIQZ8VF/Pitpanhs3LiXZa9S4Ft53Vq7k2J49Gdfs/9HOaNSr8CU9N2jG\nNiUs6fe5z8E99zRVcPLz4UpdOxUfffWr8NvfwvLl3t9f57z7IiIHoLVPeJ8HbgbeSiSIAB8D04GL\n0xmYZKA77/SSxMZGFnPnws03e+3yZZ8dnJ/PrWmqIu7J01u3MquqatfQR4DLli5l1VFH7XH/Zz7+\nmCuXLSPLjLhz/Omwwzi7T5+OCrdJVZU3F27AgAMfXtqaUAguv/yADjGzqopwLLarSUfEOZaFw+QG\nAtw0ZAj3bthAAKhuVqkKmrGgunq3RPGg7Gz6h0JsqK/f1Xgm5hxHFBUdUJyyDw47zLsIdtNNsHOn\n18zmttv8jkq6s9xcb9j3P/7hzZ094QTfGklJ59UQj/NRJEK/UIj8TrxEk3QerS2PscPM/g/YATR+\nEtsEvOicK09zbJJpZs5M7XZYVwczZvgXj+yTDXV1u6pXjbZEInvcd3N9PVcuW5ay/+cWL+ajY47p\nsPUXAe8D0VlneVfNIxG49dYO7yzZVrmBAM0GKxJzjtxAgDtHjOCCvn1ZFg5zVbP3N+4cI/Pydjte\nIDGP8LyFC1kWDtM3FOKZceMY3B2GDa9aBW++CT16eB1M/XjNxxzTKeeAVUejzK+poSgYZEJBQbs0\nN5IMEQrBpz7ldxTSSZVVVnLmggXUxePEgf83dixf1vBkaUWLk2zM7L+BP+CNRpuRuAH80cxuTnNs\nkmkOOyz1A1soBOPG+ReP7JNpPXqQmzTfLgv2WpVaUVtLdrMPngEz1iVfIEg35+D886GiwrtyXlcH\nd9/tXajoxKYVFTEuP3/Xe50fCPDZfv3ol2iKM6WoiC8MGMCfDjuM/ECAnsEg+YEA1wwaxMjcXK5Y\nupSj58zhv1aupDaxjMmovDyWHHkkDSeeyMfHHsvJ7bVennPw0UfwySftc7z29PbbXhfVb38brroK\npk5NnZfVja0Ihxk5YwbnLFjAMXPm8OlFi4i10Nl8j155xZuTO3Kkt9RC87mYIpJxYs5x1oIFlEej\nhONx6uJxrlm+nBXNuqyLNNdaN4argCOdcz9zzv0+cbsbODLxmEiTu+7yliEoLISiIm9JgPvu8zsq\nacXpvXtz+7BhhMzINuOQ/Hye3UuCPyI3d9ci7I0anKMkJ4f6eJxl4TDb0z1HLhyG8mYDGgIBWLq0\n/c7x2GMwaBD06wdf/7pXvdq06YAOmRUI8NbkyfzP0KFc2r8/Px81iqcSzYSSndunD8unTeOZceOY\nMWUKd40YwbQ5c3h661Y+qKzk4U2bOHfhQpKXNmrXdRcrKuCoo2DUKG9I76WXegvH700sBt/9rlfd\n693ba/TT1uSkLa66yuuoGg57nUdXroTHH0/f+TLIZUuX8klDA5WxGDXxOP/asYMnt2zZ9wO8/z5c\ndBEsWgRr1njzMH/wg7TFKyIdY2skkjK9BCBkxsKaGp8ikkzR2lixODAIWNds+8DEYyJNevSAOXO8\nxaad85YG6A7D4LqAW4YN47+GDKEmFqNXVtZeh6sNyc3lvlGjuHHVKrLNiDjH4wcfzIb6ek6dP5+6\neJyGeJw7hg/nln2YZ7ksHObNHTvomZXFZ/r2JXdf5kzk53sLNW/f3rQtHodDDtnXl9uyv/3Nq1Y1\nXml99FFvOYRAAB56aL/mKm6qq+OZbdsoDAb5TkkJ+a0M0x2ck7NrCOlbO3awraGBhkTyVecc71dW\nsjkSSU+jo2uvhfnzob7eu//Xv8Kvfw3XX7/n/e+6y3uPGt+vO++EgQPhS19q/9hg9ypnba3XZKgd\nReNxntiyhRW1tZQWFXFxv34ZMYRzZW0tySl6TTzO0rZUDJ55JrU6Gw7D//2ft/SHiGSsPqEQzX+D\nRZ1jeEtrAYvQeqL4HeBfZraCpi6nQ4HRwHXpDEwyVCgERx/tdxSyH3ICAXL2YcmHawcP5lN9+rCm\nro4xeXkMysmh5L33+KShgZKtWzm9rIxlubnM/MY3OHLgwL0e5187dnD+woU4vDUAf7p+PTOmTCFv\nD8lidTRKXjBI0Mzr6Pfii01LMEQicOONMG3afr7yZp59NnU9MmhKmq691jtv//4pD8edoz4e32Ps\nr5WXc9aCBbuurN2wciWrpk1jwAEkec45LBJJz4WYGTOaXi9478Xrr8P111MTi5EXCKRWMP/yl9T3\nKxz2tqUrUTzhBHj1Ve/nDt6Fg5NOarfDx53j7IULea+ignA8TkEgwL937uShsWPb7RzpMr6ggHcr\nKnY1TCoIBJjclrVR8/O9NUKTK8h7mB8rIpklOxDg94ceypeWLiVkRoNzXDd4MFPU/Exa0Vozm1fN\nbCzeUNPkZjaznHMtjEUSka5saG4uQ3NziTnHJYsXsykS4fDly/n3d76DJSpfsaeegnnzYC/LbHx1\n2TLCSUNhVtbW8tstW7h28GAqo1HmVFURicf53qpVLK6tJQD8fNQovl1S4i1RsX49LFvmrRU2dGj7\nvbjevXf/sNwoFIJ167wPz7fdBgsX8rvzz+frU6bQ4ByH5ufzysSJlCRdpb1w0aKU4Rc18Tif+//t\n3Xec3FX1//HXndmZ7cnupvdeSc8GQjEiJQQQEJGORIqCir8vSjGAgogKAqIgCChFUAQEVAICEUJP\nCCEN0ntPSDZld7N1dmbu7487u5nZksxmy2x5Px+PfWRn5vOZOZN8kuyZe+45y5fzYZxDxY/t2JEe\nfj/lZWUErCXVWqYsWkT3k05ys0rfeKPeq6kha1lXWkqSMQxMSYldLRswwDWLiT7+o484+pNP+Ly8\nHK+1PNinD9dWzlis3vHW63Ulu03lmWdceeQHH7g/j7vvhlNPbbSn/+zAAeYVFlZdm8XhME/u3Mkv\n+/enc2Q/aUv1txEjmLJ4MXuDQSrCYc7v0oVLqn2ocUjXXguPPuo6CofD7jr/9a+bLmARaTbf7NKF\n3JqGeQMAACAASURBVMxMlhYX0zc5mdH1+RBJ2q3Dtim01oaBec0Qi4g0oaVFRVyzZg07yss5MSuL\nh4cMIaOBnUr/uG0br0VKQB9/4AHSIwkdQGjHDnjwQbj99lrP3VdtL2NZOMyuQICVxcV8ZfFiKqyl\nKBSKSbJu3bCBcRkZfNUYuPxylyx06uT2qDXWqtJNN8Hf/+5+WA4GYx8LBl1SOmUKrFzJ4j59uHbE\nCMoiyfHKkhLOWraMxYMGuQY7mzbR8bzzKKr2w/qGejT/SfZ4mDdhArds2MDK/fs5/plnuOPJJzHh\nMGzaBKec4pLmOFaDAfZXVHDiggWsDwQIG8NxHTrw3zFjDq4mf//7MHt2zD7D8rIyyletIjRgACFj\nuGHdOsYVFDB54kS4/373+xEIuNXejAz42c/ifn/1lpXl4gsGXVLayCWhB4JBqq8LJxlDcThM50Z9\npcbXNyWFtcccw/rSUjK83pgPLOLSr58rO37oIXf9X3wxfO1rTRNsO7CquJgdgQCj0tPp2sI/ZJD2\nofJDXpF4tfFJ2SICbqzFCYsXcyAUwgIv7t7NzkCAWWPHNuh550TK8wC679sX0x3LGwjAtm11nvvV\nrCxm7dtXNWw+1ePha1lZXLpyJfuCQWprhxIIh/mkoICvXnUVfPSRS04KCtyojDvvhHPPhYaWCPbp\n45p5PPOMmwX62mtu5SoUcgnk9u2ugUp5OfOqNf0JAWv37MFeeCFm2zYIBLg8M5P7L7yQCp+v6rjc\nepb7ZPt8PDZsGMycCf/4B1Qm2da6xj5ffuma7xxORQXXP/EEqwYNIuD3g7XMLSjgt5s3c/uAAe6Y\ngQPdSlJUOakJhShMS6u6HfR4+OSpp1yiOGGCWzn+978hKcnNFDxEyXGjaaJxLLmZmXiNweDafScB\nvZOT6d1K9lv7PB6GV5u5WS/9+sXVhCwQDpNXUUFXnw9fnB9StCc3rlvHn3bswG8MQWt5dfRoTm6s\nrsQiIs1E/7qLtAPv5ucTtrYq+Sqzltn791PewNb3w9LSSIms6LwzYQKl0Z+ap6XB1Kl1nvvs8OFM\n6dgRL24v1e8GDeLE7Gw2lZXVmiSCW13r6fPB++8f3KMGbk/dHXfA+PGuFLOhevaEW26Bf/7TJWFz\n5rhxEeeeGzMuoMfevXir/R6eu3AhJi+vKr5fPPMMpyxaVLVC1zc5meeOdGxM9+41S2JDIaj+A+i+\nfW6P4OjRrmtpZeOfe+9lUWqqSxIjSq1l/oEDB88dO9atEFYmhmlpvHn88Wzt1q3qEF8wSM/o8tTB\ng91K7I9/3DxJYhPK8vn4ePx4xmdkkJOUxJSsLN4bN87tjxUAZu3bR6c5cxjy6ad0njOH9/fvT3RI\nLconBQU8tmMHpeEwBZEOtOctWxbTqVhEpDXQiqJIO5Di8dQo0TPGkNTAH35v6deP1/buZWNZGbf+\n5Cf0PnCAUz79FOP1wowZ8K1v1Xluls/H2+PGEbY2pjnK6GoNOQBSjCHJ42FCRgaXdO8Ofn/N2XmV\nDVguv9x1xvzoI1f6Cq6L6Ve+cmRvsmNHl3BVGjvWrbqsXctZn3zC8StWMGf0aEhNJQRc36VLTNmm\nPxjk9dtuY+GOHaSlpTGyIUPQJ01y+/NeecXdttaVfkY3HAkGXaK3dq1LVtesgYULYelS+Phjjpo0\nidW9elWtcKYEArENT4xxq6h/+YtbWZ04kYxu3UgrK8MTSYonrVrFt6K7zrYxI9LTWZibm+gwWqS9\nFRWct2xZVav9UuDsZcvYfuyxZDbRKm9rs660tMbf8eJwmKJQSL9HItKq6F8skXbgjJwcevj9bI40\nREnzePhRr14NXiVJ93r5bOJE5hYUELCWyR984Fpw12PvWPUZgM+NGMFXlyxhVyBA0Fq+1aUL03Jy\n6OTzMTUnx8V8331w8801u5MC5Oe7uYdnnnkwmXzzTXj99cbZb+XzuST05pvxLl3Ky+vX8/Xjj2dV\nOMy49HT6n3mmS5KNcYlcSgqek05iUpxNRfIrKvjB2rXMKyxkYEoKfx42jIGViaAxblzBt7/tmuqM\nH+9KP6OtWuX2LlauuAYCrlx22TIYPpw/PvYYC4cOZVd2NmGPh1EFBdxWfZRJUpLbqxgx1Vq+uP12\n5i5cSOfiYqZu2oT3/feP6LdPWrfVJSU1PmAyuH23Y9UcA3DdZ8PVVg87JSWREc/4HxGRFsS0p1KI\n3Nxcu2DBgkSHIZIQhcEgD2zdyqayMqbm5HBx164tdjZcMBxmU1kZmUlJdKurCcTs2fDcc27fYOWe\nPa/XJU6dOrkRCtGmToVZsxo1zkA4zMj589lSVkYFboDxoNRUlnboQNJ118HWrS45feCBg6Wch2Ct\nZfKiRSwpKiJgLR7c/Ku1xxxDx3hXIlatcjNMo5Po9HQ3TL1vX5g8mcCuXXw+YABJaWmMefFFvPHs\nbwTIy3OJ+IABTbZHUFq2LWVlDJs/n7KokusUj4ctkyfTRQ1bqvxh61ZmbNiAz+PBbwxvjx2rUQQi\n0mIYYxZaaw9bOqP/6UXaiQ5JSfyismFJC5fk8TD4cInVySe7r698xc03DARg1Cg3IP7yy2seX72D\naTRrXWKVllavLprLiovZXVFBBZBaVkaZ38+2sjJWjRzJqHfeift5Ku2uqODzSJIIEAbKIw18plWO\noXjrLbjqKrcP8fjj3dzH6BEVQ4e6EtX5892KamqqK5c96ijXGXXJEvxz5zIpGITjjnNJZLy6dGna\n0RfS4vVNSeHO/v35xaZNVfPY7hs4UEliNdf36cP07t3ZXVFBv+RkUrSaKCKtUEKb2RhjphljVhtj\n1hljZtTyuDHGPBR5/AtjzIR4zxWRduKKK1ySV1Tkum/27On2JEYnmmlp7r7afPihS7Q6dnSNWOpR\ndeA3hs579rDo6qspPPNMSqdN44qXXsL/l7/UOHZLWRlzCgrIi27CU8vzhapVeRSHQlSlritXuj2K\nO3ZAWZmL/dxzY5/E43HJ5E03ufLbn/wE3nnn4PiM5GS3ynnqqfVLEqVJlIRCzC0oYMmBAzXKFVuq\nm/v2ZcHEiTw7YgSLc3P5Ye/eiQ6pRcr2+VzDLyWJItJKJaz01BjjBdYApwLbgM+Ai621K6KOOQP4\nEXAGcAzwoLX2mHjOrY1KT6XFmj0bVqxwg9MbcXh4i1VU5BKylBS3+uX1Yq1lXzBIVlLSwb2T1rom\nNUcy9+nf/4Z773XP8dOf1kyowHUD7d/fxVMpO9vt6UtNdR1F9++HnJxa5xSGrWXFuHEMW74cX6Qb\naZnPR7LHg3nlFZeoAfdt2cLtmzaRHFmBeemoozij+qD6iGMWLGB+VDwGuK5XLx4aMgQee8wlftGN\nfDwet5qqH0ZbnU2lpRy3eDHFoRAhazmuY0f+O3q0xk2IiEiTirf0NJH/Gx0NrLPWbrDWBoAXgHOq\nHXMO8Kx15gFZxpgecZ4r0jrcdBOcc4779dxz4f/9v0RH1LQ2b3blkeec45LiE05gSV4e3efOpcec\nOaR9+CF3bNyI/de/oEMHt+o1fDhs2FC/1zn3XLcvb9682pNEcMl59QQrGIT1692qXFYW9O7tyi3n\nzatxuscYjlq5sipJBEiuqMCUl7vVPmBlcTF3bNpEWaRVfkk4zAXLl9c5mqRbtXl9FnivcvxAdnbN\neFNTa01iD2dTaSmz9u1jXW0NgaR2ixfD9dfDjTfC6tUNfrorVq1idyBAYWSEwseRsQoiIiItQSIT\nxV7A1qjb2yL3xXNMPOcCYIz5njFmgTFmQV5eXoODFmlUW7fCww9DcbFbOSsudmMJomfUtTXf/S7s\n3g2FhVBUhP38c177+c+r9voFrOVXGzdyzurV2KIiN7dw7VqYNq1eL7OhtJTfbN7MbzZvZlP1URqV\nunePnccI7rYxbrRHUZH7c9m3D04/vWolz1rLf/Ly+O2WLZRXm2FoAHw+1g8cyMPbtvHojh01NoNb\nYFe11529fz8nLFrEvIKCmH+YDdCnckX13HNh2DCXPCcluZLaP/6xXvsqAZ7asYORn33GhcuXM2bB\nAh7ctq1e57dLc+bACSe4kSsPPOAaBi1b1qCnXF1aGjMGpjQcZllxccPibGGWFRXxozVr+OGaNSyK\nntcpIiItXpuvb7HW/tlam2utze2iJgzS0uzZ42YCRvP73f2tyYEDsHw5FBQc/ti1a2OGxpvSUgZV\nS4zDHg/vjRvHrEmTIneEYePG2BLRQ1haVMTYBQu4Y+NG7ti4kTELFrCyth/AhwyB665ziVd6uku8\n7rzTJbLVu3oGg241FLhy1SouW7mSn23YwPk330x5dGmsx8Mnp5/O2BEjuGn9ep7YuZMD1VYPvcbQ\nPerPfW5BAWctXcqcwkLygkGqrzXeULkHzO93CctDD8Fdd8Hbb7s9mvWwt6KCH65bVzUMvDQcZsaG\nDWwpK6vX87Q7P/vZwU6ylc2P7r67QU85NiMj5kOENI+H3DbUGXPxgQNMXrSIR3bs4E87dvCVxYuZ\nE8+/ESIi0iIksuvpdqBP1O3ekfviOcYXx7kiLd+wYW4uXzSvF0aMSEw8R+LNN+H88135YzAITz0F\nF11U9/G5uW4PYGSkhU1L45Nhw2ocZq1lZ/Q+vsoVtDjcunEjxaEQlTuwi0Ihbt+4kZdGjap58L33\nwje+4QbTjxrl4qscVh+togK6dWN1SQkv5uVRGkn+Xp84kfFPPsnHO3eSs3MnHHccP+jdm+KopKKy\nWDQtUjb66qhR+KPKRZ/cubPq+aozwMM7dnByTo67IzkZrrwyrt+H2mwvL8dnDNFpYbIxbC4ro++R\n7AVtL6p/SGGt+4CkAZ4eNowpS5awo7ycEHBWp05c1aNHg56zJfn15s0UR13XJeEwv9i4kbfHjUtg\nVCIiEq9EJoqfAUOMMQNwSd5FwCXVjpkJXGeMeQHXzKbAWrvTGJMXx7kiLV9aGrz7rktUNm+GPn2g\ncm9ea1BY6JLE6NW6K6+Er37VdRCtzWOPuaRs7VoIhzHTppG7YQMmHMYaU1VGaT0ejl6zxiWgXi88\n/njsXjxrD5ZcrlgBv/61i2f6dPYPHEh0my4L7D3UeIzjjnNflYYMgRtucCWGXq9LgO+/H7Kz2VtQ\ngM8YootZt/Xpw/azzyYnMnA8b+7cmKcPAdO7dePHffowMCWFzGqrlT5jMJE4qwsDO8vL6469ngak\npMS8TlIwyJX/+Q8Tn3sOJk92o0XUTKWmK65w11nlBwBpafCd7zToKbsnJ7Ni0iTWl5WR5vEcLDFu\nI4pDoZr31fGBiIiItDwJ+2nAWhsErgNmASuBf1prlxtjrjXGXBs57A1gA7AO+Avwg0Od28xvQaRx\njBnjGrUEg7BpkxsYn2jhcGzyV5fNm2smFX6/SwLrEMzOdk1BVqxw7/fll5m+bh3/u+kmeu7diycc\nJq2sjCd/+1uO2rTJxeL1ui6m4M4bMsStMPbpAy+/DMccA88/D6+/DtOnc9G6daRFxZXm8XBRfUvP\n77oLPvoInngCPvvMzWoERqenkxS1J9BEnn9IamrVfdNycohuSZPm8XBely6MzciokSSC62qaVkdy\nlubx8PU6OqQeicykJP511FFkeL1kAu/cdBP3Pv44aY8/Dj/8IVx9daO9Vpvy/e/DL3/puuQOGuT2\nFn/zmw1+2iSPh2FpaW0uSQS4qkePGn8Pr25DK6YiIm1dwsZjJILGY4jE4fnn3UD3QAAGDnTdPwcO\nrP3Y/fvd3MLo/W0pKW7FsE+fmENf3bOHy1eu5EAoxFFpabw+Zgz9Kn843rQJxo+H/HxK/X5SAgFq\ntGfx+908wDPPjC358/trlIna/v355bvv8sft2zHAj/v04Za+fTH1bPpSly+Kijh/+XI2lZUxJDWV\nV0aNYlhUWexbe/dy1rJlBCP/vl7bsyePDh16yOf8vKiIe7dsoSRSMvvWvn2EgSu7d+eRoUMPjgxp\nJKWhEHs+/pjeZ56Jif5QwO93TZa6dm3U15P26a87d3L3li2Eget79eIHvXo12t9DERE5MvGOx1Ci\nKCIHrVjh9uhVdgn1eGDw4EOPAvjHP9wqVGXCdv/9VatvlVaXlDB+wYKqfXgeYFhaGiuOPvrgQRUV\ncMcdLjH1+Vws0fvCkpLcymL1MsxaEkX69IEtW+r55htHfkUFfebNoyiq7C7T62XrscfSsZbVxLpU\n/tvcpD9Uv/eeK3suLDx4X1qa6+Y5YEDTva6IiIgkTLyJYiL3KIpISzN/fmwpaTjsRnWUlrp5fbW5\n5BI48URXbjpgAPTtW+OQTwsLiZ7+FwbWlJRQHAqRXjkX0OeD3/zGfRUXu9mJZWWuJNfvd7/Wts/Q\nGLeKWbmqmZbmOpkmyJrS0ho1/QZYW1JCbj32nkYniBXhMO/l51MSCnFCx450rt4p90jl5rrmOB6P\n+7P2+dyfXy1/hi3K22/DrFnQrRtcc03r2dMrIiLSiihRFJGDevasOZMvOdklYoc7r2fPOh/u5vfX\neF6fx0NqXU1T0tNd0vp//+fKWCdMgOeeq7lymJwM06e7r5/9zJWkTp/u9tolSK/kZALVKjUC1tIr\nObmOMw6tNBTihMWLqxJQjzF8PH48R6WnNzzYzEyYO9f9nq1f736fn37ardy2VI8+6gbel5S4P//H\nH4clSyDSSEhEREQah0pPReQga+G889yKDbhVpr/+1XU2rYdAOMwP1qzhpbw8Uj0e7h44kH/l5fF+\nfj5hXHfPx4cO5dvdu8cfV9++ED0Y3ueDRx5xZa/xlGdaC+vWuRLXoUNrzklsRPdu2cKdmzbhNYag\ntdzZvz83HeEq3f1btvDzjRspqyxFBSZlZvLpxImNGHEr0rFjzVLZhx+u9zxJERGR9kqlpyJSf8bA\nK6+4pjE7d8LRR7sS0Hr6ybp1/GP3bkrDYQpDIa5bu5Z/jxrFNT17siMQ4JgOHRhbnxUgY+B//4Op\nU2H3blcq+fTTh57XGC0QgK9/HT7+2J3bvz988AE0YjfRaDf37cvpOTmsLilhWFoaoxuw2rWutLQq\nSQSXZG8qK+O5XbtI8Xg4IyeH1Ja8AtjYSktjb4dCDZ5nKCIiIjUpURSRWMbAqac26Cn+s2dPzAD5\nknCY1/bs4Y+H6fx5SCNGuAY1+fluT1p0crRqFdx5p3vskkvg29+OPff++12SWJlkrF3r9jE+//yR\nxxNt/3743vfg009dh9gnnmD04MENShArTcnK4u+7dlXNn/MZw76KCq5dvRqMoaffz2cTJ9KhCVdI\nW5Qzz3QNjyr3pHq9cNppiY1JRESkDdJUZRFpdNWTFp8xJBnDpStW8LUlS/jd1q2Ej6Ts3RjIzo5N\nEjdscCufL77oEohrr4UHH4w9b8GC2JWoQMDta2sM1rqVzpkz3ViJjz6CY491SeuhFBXV3HNZi4u7\nduW7PXuSZAx+Y0g2hiBQFA5TFAqxuayM32/d2jjvpTX4+9/d/MLOnV0J8X//C8OGJToqERGRNkeJ\noojUqjAY5P+tXctJS5bw0/XrKY0a93A4Dw0eTKrHgxdINobspCSe+fJLXty9m/fz87l940auX7eu\ncQL9+99dY5PKxLOkBH7729hjxo6Nbcjj88GoUY3z+rt2wdKlB5O+cNh9/8kntR+fnw/HH+8S3vR0\nuPXWg7HXwhjD7wcPpuCEE/jyuOPo5PPFPF5uLZuj51jGaeaePXx7xQp+sm4dO6qPHGnJ0tNdY6O8\nPDe25cQTEx2RiIhIm9ROapVEpD4qwmHXabOkhHJrmVdYyKeFhbw3blxcc/1OycnhkwkTmLlnDxle\nL15juGXDBipTzZJwmEd37ODfeXkUhEKc4vXyzM03k7l2LUyeDE89Ff/+wWCwZqIVVfYKwE9/6hr0\nLFni9ih27eoaoDSGlJSarxcO1z1O5Kqr3Apn5aiPhx5y3Ua/9a1Dvkya10ua18uJWVm8uHt31b7F\nNI+HU3Jy6hXyn7Zt46YNGygJh/ECf9u1i2WTJrnutCIiIiJoRVFEarG4qIiNZWWUR5KR0nCY+QcO\nsLEeK1djMzL4ef/+XN+7NwsLCymrlkwFrWVbIMCBUIg3ioq45IwzXKOaN990e87iLU295JLYpKy2\nOYopKfDhhzBnDsyeDcuXuxl8jSErCy6/3L1u5WsNG+ZWDWszZ05syWlxsWusE6eHhwxhSlYWXiDJ\nGH7UqxcXd+1ar5B/sXkzJZE/jxBu9fi5Xbvq9RwiIiJtSlmZa5AmVbSiKCI1hK2l+rqhwXXcrK/b\nNm7kpT17CB/imHK/n7dzI12aKypcKefevW4f2uEMH+4SrVtvhYICuPTSmokiuJXEsWOP4B3UZK3l\n33v2sKakhKPS0/n6449jJk92MwmHDIHrr3flrbXp1cuVq1ZKSXFdWOOUkZTErLFjKQuFSDKGpLpm\nUR5CoFrSHraW8uqroiIiIu3B/v1w9tluy4jHA3fd5SqRRImiiNQ0ITOTXsnJbCgtJWAtKcYwJiOD\nAdH7/CLC1rKlrAyfx0NPvz+mNNVaywNbt1atTB5KWvRq5aFKN2szcSLMmhX/8Q10xapVvJyXR3k4\nTLLHw5U9evDQ1Ve7mY6H89RTMGWKWzG1FgYPhh/8oN4xpDRgJMa3u3XjqS+/rFpV9Hs8nBNPUi4i\nItLWfOc7MH++W00MheCXv4TRo+GMMxIdWcIpURRpbnv2wOefu31yo0fHdUpZKMSuigp6+P34j2AF\nqb78Hg9zxo/nxvXrWV5czNGZmdw9cCCeavsTC4JBTlmyhOUlJVjglKws/jVqFL5IjBaIp4gjNRDg\nD48/7m6kp7tRE+npjfqeGqSgAGbMgGXL2DduHK+ddRbFkf18wXCYv+zYwc19+tC7lkS6hrFjXROW\nDz907/HUU6GZ9wb+fvBg0r1eXtmzh6ykJP4weDAjW9Lvt4iISHP56KPYLSElJa5SSYmiEkWRBnvt\nNbjpJvcPy6WXwq9+FTu+IdqcOXD66a60oaICLr4Y/vIXN/ahDv/Jy+PSlSsBN2Zi5ujRTMnKaljM\nO3fCxo2ubLOORig5Ph9PDR9+yKe5fu1aviguJhBZMZydn8/9W7dyS79+AHiM4cIuXfhXZK5i5bv0\nAsHI+zk5K4uf9ezJ8aee6mYQHn88XHhhw95fY6qogBNOgDVrIBCg44IF/Pf99zn2oYeq/tx8Hg/7\ng0F6x/uc3bvDBRc0apjWWkrDYVI9nsM2HEryeLhn0CDuGTSoUWMQERFpdbp3d+WnlVJToXfc/6O3\naUoU25gvy8upsJbeyclxdaeUBpozBy66yCWJ4DpYAtx9d+3Hf+tbcODAwdsvvADnn1/nwPAd5eVc\nunJlVYkgwFlLl7LzuONIqysZLS11HTUzM2t//LbbXHyV5aDf+Q48/XQdb/DQ5h84UJUkgmt6M6+w\nMOaYp4YPp/uGDby5bx89/H7u6N+fN/ftY1cgwNmdOx8sebz++iOKocktWQKbNlV92ugtK2PM2rUM\n2rGD9b16YXCdR4fUp1S2kc0vLOSspUvZW1FBts/Hf0aN4viOHRMWj4iISKvx5JOuuqfy5+bBg+G7\n301sTC2EEsU2IhgOc+GKFfx37148xnBUWhrvjBtHxyT9ETepf/7zYJII7vu//a32RDEcjm1iUnnf\n+vV1Pv2qkhJ81RL+MLClrIzh1UsFrXVNXB5/3P1jN2UKvPoqZGQcPOazz+Cee2I7iv71r3DmmYcd\nz1CbYWlprCkpITLogWRjGFnZ/TPC7/Fw/+DB3B9131cauiLanGrZX5ni8TDY72ebMQxNS+Olo45q\n0J7BhigKBpn6+ecURDq17amo4PQvvmDL5Mlk1dVQR0RERJxjj4UVK1y5aWamKznVuChA4zHajAe3\nbeOtffsoj5SfLS0u5kdr1yY6rLp98YUr2dy0KdGRNExGRs0y02qJUhWPx5VWRjPmkJ04+yYnx6zY\ngRsr0SM5uebBf/mLS/pCIQgGCc+dS8EPf0gwupvlihU1Z/4BvPtunTEcyiNDhtArOZlMr5cMr5eR\n6en8rFoHz/JwmDUlJeyvqDii12g0+flwqMHywaBLsm+4AZ5//mCCOH489Ot38D+NlBQ8Y8fy1nnn\nUfbVr/LFpEkMq+vPvBmsKy2t0Y3WACujP8AQERGRuvXtC9/+NnzjG0oSoyhRbCPmFhbGlCeWW8un\n1UoAW4ybb3af3lx2GRx1lFuVa62+/33o0OFgspiaCr/9bd3Hz5zp5vdlZLh/iG69te55e8DgtDRu\n69ePVI+HDl4vqR4PfxoypMZKcWEwyJdvvRWzuukpKyNv9mxGfPYZOysTpGHDat8POXhw3G85Wo/k\nZFYefTT/HT2a/40Zw/wJE0iPSpwXHThAz7lzmbhgAT3mzuUPW7ce0es0SF6e64ratav7pPDOO2se\nEw67vaM/+Qk88IArOfn+991jPh98/DFccYW7bq+5Bt55xyX+LUBXv7/GaIuAtXTXf3QiIiLSAMbG\nO9S6DcjNzbULFixIdBhN4vYNG7hv27aqoeZe4IxOnZgZZ1fNZrNkiUuMolc7UlPdJuLaVslag23b\n4JFHoLDQNWGZMuXQxwcCbiW1c+c6G8lUt7K4mPWlpYxIT2dQtb1wa0pKOH7xYm5+/HF+9MILpERW\n7kLG8N748Zz+u99xYnY2b1euXF59tavHrzRkiOvC2sh77Ky19Jg7l11RK4lpkW6q4+raP9kUpk6F\n9993TWnAdRp94QX4+tcPHjN/Ppx0EhQXH7zP74ft2+Ob5Zhgd23axD1btlTNuvy/3r35TfXVaxER\nERHAGLPQWpt7uOO0ga2N+Gm/fvx33z7WlJbiATK9Xv40ZEiiw6pp0yaobd/k3r3Qs2ezhGCt5YP8\nfL4MBMjNzGRwQ8sGe/euu3lNtKVL4dln3fu/8sq4k0SAEenpjKhjfMHlK1eyt6KCuy68kLPef5+e\ne/aAMVR4vfzg+usJAp8XFR084Ykn3KrYrFkwdGiTlVkUhULsDQZj7vMAS4uLjzxRtNYl5JmZ/+Cz\nOQAAH4VJREFU8a/ozZ9/MEkElwzOnRubKBYV1bwuk5Lc/a0gUfx5//5MzclhRXExw9LSOE6NbERE\nRKSBlCi2EeleL59OmMCnBw4QCIc5ukOHmBLAFmP06Ngf2sHt6evWrVle3lrLRVFNf0LW8vzIkZzd\n1MnAp5+6FauSElf6+fDDMG+eK71toA1lZVjgQHo64554glMWLiStooLZY8eyr2NHPFBjFZJJk9xX\nE8rweknzeCgMHZykGAYGH+nK5cKFboP5/v2QkgIvv+xWCw+nZ083B7FSWprbixBt4kSXGBrjktGk\nJPcBQJ8+RxZrAhzToQPHdOiQ6DBERESkjWgZm2ykUSR5PBzfsSNfy85umUkiwKBBbkUrJcWVOnbq\nBG+9VffcwUb29v79vLF3L8XhMAdCIUrCYS5buZImL8G+7baD5bbWulWtu+5qlKcel5FR9YlPud/P\n7GOPZcW0aZRnZ9PB66WTz8ezh5mH2BSMMfxr1CgyPB46RvZXfr9nT46NrHYVBIOsLSmpsb+uVmVl\nLincvdt90HDgAHzzmwe7yO7dC889B//4R+wsJIBnnnErkJmZbm/o2LFuRTdax45uH+LEie6a/OpX\nXblqS/17JCIiItLEtKIoze+SS9wP+Xv2uCGnzTjCY1t5eY0OkcWhEOXhcNOON4ienQgHSygbwbPD\nh3PMokVsiTSsqQBO7NiRK0eMoCgUYnxGBplN9XtcUuK615aWuhlEvXrFPHxydjbrJ09mWXExPf3+\nqpEej27fzo/XrcPn8eA3hv+NHcvEQ5Wjbt5cNcewSlISLFvmksjcXPcruD2IixYdLGWeNAlWr3aJ\nYIcOcPLJtV9zw4e78SEiIiIiokRREiQlxZX2NbPczEyi168MriyzyWfgXX45xevW8adTTmFb166c\ntGIF50yf3ihP3b3aCI0Q8Ndduzi3a1dOzs5ulNeoVUGBS9C+/NIlvh4PfPRRjXEfXf1+ToraA7ms\nqIgb1q+n3FrKI2WpZ3zxBV8edxymto6s4DqWVi9ZDgRcMnjjjW4VsbLEtawMbrnFrSRW6tEDzj+/\nwW9ZREREpL1QoijtypiMDB4dOpRrVq8mDPRKTuaNZugMW3bttUwaOJCNXi9lfj9PnHsutw4cyG2N\n8Nwha9lVbbUtjOuG2qSJ4u9/D1u3xs4mvOYat/fyEJYWF5NULSHMDwbJDwbJrmtAfHY23HcfzJjh\nykFDIfjBD2DECBdD1D5IgkF3n4iIiIgcMSWK0u5M796dS7t25UAoRFZSUt2rWI3o9b172ZqRQVkk\noSnxePjl5s3c0q8fnga+vtcY+iYnszkqYfMAo+roktpotmypOcB+587DnjYwNZVQtT2hfo+nxmzI\nGn70I7d3cOlSt9d18mR3/7Rp7r7KPaBpaXDaafG+CxERERGphZrZSLuU5PGQ7fM1S5IIUBwO12iY\nE7SWYCM10Zk5ejSdkpLI9HpJNoYb+vThK1lZjfLcdZo61SVllVJS3P6/wzimQwd+0KsXqZEmN+ke\nDy+NHBlfwjxmDFx66cEkEeBnP4PzznMrjV6v2wN7441H8IZEREREpJJp8m6PLUhubq5dsGBBosOQ\ndmhrWRkjP/uMosiKYrIxnNCxI++MG9dor1EaCrG+tJQufj/dmmAuYg3Wwh13wD33uNLP00+HF190\nzWTisLK4mG3l5YxOT6d7cnLD46mc2diMzZFqUxYKEQbS1DFVREREWiBjzEJrbe5hj1OiKNI8Piss\n5OrVq9kVCHBiVhZ/HjaMDglOahpFOOwSxbr2F7YTwXCYK1ev5h+RkR1nd+7M8yNHkuypo3CjuBhe\neME1BTrlFLdaKiIiItLElCjWQomitHWfFhay8MAB+qWkcEZOTrOV1grcvXkzv9q8mZLIXMhUj4fr\nevXi3kGDah5cVAQTJsD27W4lNCkJXnoJzjgjrtfaV1HBdWvXsujAAUamp/OnIUMaZ1VWRERE2rx4\nE0XtURRpI/6wdSsnLVnCjevWceHy5Vy6YkWNfZHSdGbv31+VJAKUhsO8t39/7Qc//TRs2+Ya8AQC\n7tdrr43rdULWcuKSJbySl8fq0lJe27OH4xYvrmqU1Go8/7ybXTloEPzud66UWURERFoMJYoibUBJ\nKMRPN2ygJBym1FqKw2Fm7t3Lp4WFiQ6t3RiUmoovagXXC/RPTa394L173bzHaAUFcb3OutJSNpSW\nVs3ODAJ7KipYUlR0BFEnyBtvwNVXw+rVsGED3H47PPxwoqMSERGRKEoURdqA/GAQb7UyU68x7K4+\npF6azK8GDKC730+m10um10snn4/f11Z2Cm5PYnQSmZzsusjGwWcM4Wr3WWvx17UXsiV6+umD40zA\nff/kk4mLR0RERGpoRT9ZiEhduvv9dPb5iE4VQ9YyMTMzYTG1N138flZMmsSzw4fz1+HDWX300fRO\nSan94BNOgMceg5wclySedppLnuIwICWFE7OySI0khqkeD6MzMhibkdFYb6XpZWRA9f2z0aNWRERE\nJOHUzEakGWwpK2NeYSE5SUmclJ0d38zAelpbUsJZS5eyprSUTj4fL44cyUnZ2Y3+OpJ4FeEwD2zd\nyqcHDjA2I4Ob+/QhtTWN41i5Eo4+2nV+tdYlia+9BiedlOjIRERE2jx1Pa2FEkVJhA/y8znziy/w\nGIMFju3QgTfHjKlRKtpYQtY22XOLNJrVq+HRR6GiAqZPd4mjiIiINLl4E8U2MMRNpGW7bOVKiqO6\nYc4tKOCfu3dzcbduTfJ6ShKlVRg2DP7wh0RHISIiInXQHkWRJrYrEIi5HbCWbeXlCYpGREREROTw\nlCiKNLEJGRlE7x7zGcMxHTokLB4RaT7FoRB7Kyo001RERFodlZ6KNLFXRo1i6uefs7a0FHBjFKZk\nZSU4KkmoHTvgH/9w+/POOw+GDk10RNLIrLX8eN06HtmxAw8wNiODt8aMIcfnS3RoIiIicVEzG5Fm\nkl9RQbrXi681zbuTxrdpE0yY4Dp+hsNuPMYHH8DEiYmOTBrRP3bt4nurV1ftT/Ybw5mdOvGvUaMS\nHJmIiLR38Taz0U+sIs0ky+dTkijwq19BQQEEAhAMuoTxhhsSHZU0sg/z82OaWAWs5ZPCwgRGJCIi\nUj/6qVWkPoJBuOYaSE+HrCy4995ERyStzZ49biUx2v79iYlFmszg1FRSoj4YMkDf5OTEBSQiIlJP\nShRF6uPnP4e//x1KStyq0J13wgsvJDoqaU0uuMANmK+Ulgbnn5+4eKRJ/LBXL45KSyPD66WD10vH\npCSeGj480WGJiIjETc1sROrjP/9xSWKlkhL497/hooviO7+szM2OW7kSjjkGrr0WVI7avlxyCezc\nCffcA6EQXHkl3HproqOSRpbq9fLJhAm8n59PSTjM8R060NnvT3RYIiIicVOiKFIfnTvH3k5Kgm7d\n4js3FIKvfQ2WLHEJ48svw9y5boVS2pcbbtC+xHbA5/Fwak5OosMQERE5IlrKEKmP3//e7U/0+yEl\nBbKzYcaM+M799FNYtswlieBWI196CXbvbrp424hgOKw5dCIiIiLNSCuKIvWRmwuffw4zZ7pk8YIL\noEuX+M4tK6tZZur1QmS+otRUEAzyzWXL+CA/nyRj+M3AgfykT59EhyUiIiLS5ilRFKmvQYPgxz+u\n/3mTJkFqqhuHEAqBzwdDhoASnzpdsWoVHxcUEAJC1vLzjRsZmZbGtE6dEh2aiIiISJum0lOR5pKZ\nCfPmwYknQt++cNZZ8O67amZzCB/k5xOIKjktCYd5Lz8/gRG1I5s3w7PPwquvQkVFoqMRERGRZqYV\nRZHm1L8/vPNOoqNoNbr4fOwLBqtup3g89NQsuqY3Zw6cdhoY424PGwYff+z25YqIiEi7oKUMkRag\nIBhk2uef4//gA3I+/pjnd+1KdEgNUhQM8vLu3by4ezd7G7Aa9cSwYaR7PKR5PGR4vQxOTeW7PXo0\nYqRSqyuucCXSRUXua+VKePrpREclIiIizUgriiItwCUrVvBefj4V1rI/GOTq1asZmJrKMR061P/J\nKirgzTehsBCmTHFlrs0oLxAgd+FC9lVUgDGkeDzMnzCBAamp9X6uE7KyWDppEu/m55Pp9XJ2p06k\neL1NELXEqP5BRUkJ7NiRmFhEREQkIZQoirQA71XbixcIh3lv//76J4rl5fCVr7gVIABrYdYsOP74\nRoz20H6xaRM7AwEqIu+nNBTi+nXreHX06CN6vgGpqVx1BEmmNMAJJ8Dbbx/cm5iW5q4rERERaTdU\neirSAnRMiv3Mxu/x0Mnnq/8T/fWvsHz5wZLB4mL4zncaJcZ4bSorq0oSAULA5srZkdI6/O1vrkuv\n1+vGwNx5J0ydmuioREREpBklJFE0xuQYY942xqyN/Jpdx3HTjDGrjTHrjDEzou6/zxizyhjzhTHm\n38aYrOaLXqTxPT50KKkeD35jSPd4GJCSwmXdutX/ibZvd2WC0Xbvbpwg43RKdjZpUZ1cUz0eTs6u\n9a+4tFQ5Oa6hTVGRm/N5442JjkhERESaWaJWFGcAs621Q4DZkdsxjDFe4BHgdGAkcLExZmTk4beB\nUdbaMcAa4JZmiVqkiZzduTNzx4/n7oED+eOQIXw2cSKpR7IX74QTXJlgJZ8Pjj228QKNw//17s0l\n3brhBbzAtJwcfjNwYLPGII0kJUXjW0RERNopY6NKxJrtRY1ZDZxord1pjOkBvG+tHVbtmGOBX1hr\nT4vcvgXAWnt3tePOBb5lrb30cK+bm5trFyxY0Fhvo+3Iz3cz0/r1gywtzrZ6990Ht90G4TDk5sJ/\n/wsJGFAfCIcJW6vmMyIiIiItiDFmobU293DHJeqj4m7W2p2R778Eaqux6wVsjbq9LXJfdVcCb9b1\nQsaY7xljFhhjFuTl5R1pvG3Xyy9Dz56uO2bPnu52S1JRAbff7pqxXHaZOi/G46abXLlgYSHMm5eQ\nJBHcPksliSIiIiKtU5N1PTXGvAN0r+Wh26JvWGutMeaIljWNMbcBQeC5uo6x1v4Z+DO4FcUjeZ02\na88emD7dJRWlpe6+6dPhxBOhc+eEhlblssvgtddcfPPnw+zZsHo1HMnYiPbE640tQRURERERqYcm\nSxSttafU9ZgxZpcxpkdU6Wlt3Ta2A32ibveO3Ff5HN8Bvg6cbBNRP9sWbNwI1bptkpQEGza0jESx\ntBReeQVCIXc7GHRdPN9+G847L7GxiYiIiIi0YYkqPZ0JTI98Px14tZZjPgOGGGMGGGP8wEWR8zDG\nTANuBs621pbUcq7Eo1+/g3PSKlVUuPtbMmMa9/nq+TnDogMHeHn3blYVFzduHCIiIiIiLUSiEsV7\ngFONMWuBUyK3Mcb0NMa8AWCtDQLXAbOAlcA/rbXLI+c/DGQCbxtjlhhjHmvuN9AmdO0Kjz0GqanQ\nsaP79dFH4UjGMjSF1FQ4/3z3K7jVzsxMOKXOxer6mTnTjQFISnJNX+LY/3jL+vV8ZfFirly9mgkL\nF/IX7ZkUERERkTYoIV1PE0VdT+uwY4crNx040DW0aUmCQfj1r93exAED4Le/he61bX2tp1WrYOLE\ngzMHvV4YPRoWL677lOJiJixcSGk4XHVfsjHsPv54OlQv4RURERERaYHi7Xqqn27FJYfxJIjWuj2D\nc+a4pPJ734Pk5KaNLSkJ7rjDfTWmOXNiS1hDIfjiCygvr/M9bSkvx28MpdHhGcPuQECJooiIiIi0\nKfrpVuI3YwY8/LBbhUtNheeeg48/rtkQpzXo2rXmXseUFPD76zxlVHo6FdVW4P0eD31SUpoiQhER\nERGRhEnUHkVpbUpK4IEHDpZqlpbC8uXw/vsJDeuInXEGHH00ZGS4BDE11e3XPESjnJ7JyfzzqKNI\n83hINoZOSUm8NWYMyR79NRIRERGRtqUVLgVJQpSVQfWEyOOBoqLExNNQXi/873/wn//Azp1w3HEw\nYcJhTzuzUycKTjiBfcEgnX0+PPXtwPrll7BsGfTuDcOHH2HwIiIiIiJNS4mixCc7G0aNgqVLD47U\nMMYlWK2V13tE8xiTPB66HqJEtU5vvum6uCYlQSAA118Pv/lN/Z9HRERERKSJqWZO4mMMzJoFU6dC\n584wbhx8+KHb6yeHFwrBBRdAcTEUFLjS3QcfhIULEx2ZiIiIiEgNWlGU+HXuDK+/nugoWqf9+w+u\nxFZKSoL1692YDhERERGRFkQriiLNISfHNc6JFgy6cl4RERERkRZGiaK0LeFwoiOonccDb7zh9npm\nZLhZjb/7HYwcmejIRERERERqUKIobcPy5TB4sCvn7NUL5s1LdERVQtby3v79vDZwIHlbtsCiRbBr\nF1x7baJDExERERGplfYoSutXXg5f+xrk5bnbO3bAaafBxo2u5DOBAuEwJy1ZwufFxXgAA3w4fjxj\nqpehioiIiIi0IFpRlNZv40bXRTSaMW6UR4I9sXMni4qKKAqFKAyFKAiFmL5qVaLDEhERERE5JCWK\nknjWwq23QlaW28P3i1+4++LVqVPNjqIVFdClS6OGeSQ2lJZSWm3f5NaysgRFIyIiIiISHyWKknh/\n+IObKVhQAPn5cN998Pjj8Z/fpQvMmAHp6ZCS4n697LIW0ShmcocOpHsO/jXzGUNuZmYCIxIRERER\nOTztUZTEe+klKCk5eLukxN1Xn2Yvv/gFnHQSfPEFDBkCU6c2ephH4rwuXfi0sJAHt2/HAwxLS+PZ\nESMSHZaIiIiIyCEpUZTE69LF7SmsLDf1eI6sbHTKFPfVghhjuG/wYO7o35+ScJguPh/GmESHJSIi\nIiJySCo9lcS7+243W9DnA7/ffX/XXYmOqlFlJCXR1e9XkigiIiIirYJWFCXxRo50JaMvv+xWFi+4\nAPr0SXRUIiIiIiLtlhJFaRn694cbb0x0FCIiIiIigkpPRUREREREpBoliiIiIiIiIhJDiaKIiIiI\niIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQoioiI\niIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJDiaKI\niIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQo\nioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJD\niaKIiIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhIjKdEBiLQ05eEwXxQVkezxMCo9\nHY8xiQ5JRERERKRZKVEUifJleTnHLV7MnooKwtaSm5nJrLFjSfZo8V1ERERE2g/99CsS5Zo1a9ha\nVsaBUIjicJj5Bw7wwNatiQ5LRERERKRZKVEUibK8uJhg1O3ScJglRUUJi0dEREREJBGUKIpEGZuR\ngS9qT2Kax0NuZmYCIxIRERERaX5KFEWiPDZ0KANTUsjwekn1eJiSlcX1vXsnOiwRERERkWalZjYi\nUbr4/SybNInVpaX4jWFwaipGXU9FREREpJ1JyIqiMSbHGPO2MWZt5NfsOo6bZoxZbYxZZ4yZUcvj\nNxhjrDGmc9NHLe1FksfDUenpDElLU5IoIiIiIu1SokpPZwCzrbVDgNmR2zGMMV7gEeB0YCRwsTFm\nZNTjfYCpwJZmiVhERERERKSdSFSieA7wTOT7Z4Bv1HLM0cA6a+0Ga20AeCFyXqXfAzcDtikDFRER\nERERaW8SlSh2s9bujHz/JdCtlmN6AdED7LZF7sMYcw6w3Vr7+eFeyBjzPWPMAmPMgry8vAaGLSIi\nIiIi0vY1WTMbY8w7QPdaHrot+oa11hpj4l4VNMakAbfiyk4Py1r7Z+DPALm5uVp9FBEREREROYwm\nSxSttafU9ZgxZpcxpoe1dqcxpgewu5bDtgN9om73jtw3CBgAfB5pNNIbWGSMOdpa+2WjvQERERER\nEZF2KlGlpzOB6ZHvpwOv1nLMZ8AQY8wAY4wfuAiYaa1daq3taq3tb63tjytJnaAkUUREREREpHEk\nKlG8BzjVGLMWOCVyG2NMT2PMGwDW2iBwHTALWAn801q7PEHxioiIiIiItBtNVnp6KNbavcDJtdy/\nAzgj6vYbwBuHea7+jR2fiIiIiIhIe5aoFUURERERERFpoZQoioiIiIiISAwliiIiIiIiIhJDiaKI\niIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQo\nioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJD\niaKIiIiIiIjEUKIoIiIiIiIiMZQoioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEUKIoIiIiIiIi\nMZQoioiIiIiISAwliiIiIiIiIhJDiaKIiIiIiIjEMNbaRMfQbIwxecDmRMchCdEZ2JPoIKTN0XUl\nTUXXljQFXVfSVHRttS79rLVdDndQu0oUpf0yxiyw1uYmOg5pW3RdSVPRtSVNQdeVNBVdW22TSk9F\nREREREQkhhJFERERERERiaFEUdqLPyc6AGmTdF1JU9G1JU1B15U0FV1bbZD2KIqIiIiIiEgMrSiK\niIiIiIhIDCWKIiIiIiIiEkOJorQZxpgcY8zbxpi1kV+z6zhumjFmtTFmnTFmRtT99xljVhljvjDG\n/NsYk9V80UtLU9d1EvW4McY8FHn8C2PMhHjPlfbrSK8rY0wfY8x7xpgVxpjlxpj/a/7opSVryL9Z\nkce9xpjFxpjXmy9qaeka+H9hljHm5cjPViuNMcc2b/TSUEoUpS2ZAcy21g4BZkduxzDGeIFHgNOB\nkcDFxpiRkYffBkZZa8cAa4BbmiVqaXEOc51UOh0YEvn6HvBoPc6Vdqgh1xUQBG6w1o4EJgM/1HUl\nlRp4bVX6P2BlE4cqrUgjXFcPAm9Za4cDY9H11eooUZS25Bzgmcj3zwDfqOWYo4F11toN1toA8ELk\nPKy1/7PWBiPHzQN6N3G80nLVeZ1EOQd41jrzgCxjTI84z5X26YivK2vtTmvtIgBr7QHcD1y9mjN4\nadEa8m8WxpjewJnAE80ZtLR4R3xdGWM6AlOAJwGstQFrbX5zBi8Np0RR2pJu1tqdke+/BLrVckwv\nYGvU7W3U/sPWlcCbjRuetCLxXCd1HRPvNSbtT0OuqyrGmP7AeODTRo9QWquGXlt/AG4Gwk0VoLRK\nDbmuBgB5wNORkuYnjDHpTRmsND4litKqGGPeMcYsq+Ur5hMu6+a+HNHsF2PMbbgyr+caIWQRkUZj\njMkAXgGut9YWJjoeaf2MMV8HdltrFyY6FmlTkoAJwKPW2vFAMbVsCZKWLSnRAYjUh7X2lLoeM8bs\nqizRipTT7K7lsO1An6jbvSP3VT7Hd4CvAydbDRltzw55nRzmGF8c50r71JDrCmOMD5ckPmet/VcT\nximtT0OurfOAs40xZwApQAdjzN+ttZc1YbzSOjTkurLANmttZeXDyyhRbHW0oihtyUxgeuT76cCr\ntRzzGTDEGDPAGOMHLoqchzFmGq705mxrbUkzxCstV53XSZSZwOWRjm+TgYJI6XM850r7dMTXlTHG\n4Pb6rLTWPtC8YUsrcMTXlrX2Fmttb2tt/8h57ypJlIiGXFdfAluNMcMix50MrGi2yKVRaEVR2pJ7\ngH8aY64CNgMXABhjegJPWGvPsNYGjTHXAbMAL/CUtXZ55PyHgWTgbfczGfOstdc295uQxKvrOjHG\nXBt5/DHgDeAMYB1QAlxxqHMT8DakhWnIdQUcD3wbWGqMWRK571Zr7RvN+R6kZWrgtSVSq0a4rn4E\nPBdJMjega67VMaquExERERERkWgqPRUREREREZEYShRFREREREQkhhJFERERERERiaFEUURERERE\nRGIoURQREREREZEYShRFRETiYIyZZoxZbYxZZ4yZEbkvxxjztjFmbeTX7Kjjb4kcu9oYc1rU/RON\nMUsjjz0UmZGIMSbZGPNi5P5PjTH9o855yxiTb4x5vfnesYiItGdKFEVERA7DGOMFHgFOB0YCFxtj\nRgIzgNnW2iHA7MhtIo9dBBwFTAP+FHkOgEeB7wJDIl/TIvdfBey31g4Gfg/8NiqE+3BzFEVERJqF\nEkUREZHDOxpYZ63dYK0NAC8A50S+nokc8wzwjcj35wAvWGvLrbUbccOojzbG9AA6WGvnWTfI+Nlq\n51Q+18vAyZWrjdba2cCBJn2HIiIiUZQoioiIHF4vYGvU7W2R+7pZa3dG7vsS6HaY43tFvq9+f8w5\n1togUAB0ary3ICIiEj8liiIiIo0gskJoEx2HiIhIY1CiKCIicnjbgT5Rt3tH7tsVKScl8uvuwxy/\nPfJ99ftjzjHGJAEdgb2N+i5ERETipERRRETk8D4DhhhjBhhj/LhGNTMjX9Mjx0wHXo18PxO4KNLJ\ndACuac38SJlqoTFmcmT/4eXVzql8rm8B70ZWKUVERJqd0f9BIiIih2eMOQP4A+AFnrLW/toY0wn4\nJ9AX2AxcYK3dFzn+NuBKIAhcb619M3J/LvBXIBV4E/iRtdYaY1KAvwHjgX3ARdbaDZFzPgKGAxm4\nVcarrLWzmuWNi4hIu6REUURERERERGKo9FRERERERERiKFEUERERERGRGEoURUREREREJIYSRRER\nEREREYmhRFFERERERERiKFEUERERERGRGEoURUREREREJMb/BxHZFesycXV6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee98d8908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "R2 = stock2.close.pct_change()[1:]\n",
    "plt.scatter(R1, R2,c=['c','r'],s=20)\n",
    "plt.xlabel('000001')\n",
    "plt.ylabel('000005')\n",
    "plt.title('Daily Returns in 2016')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3、 线图_plot\n",
    "画出价格线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4MAAAGfCAYAAADlHAczAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyGJQkiRJklrIYlCSJEmSWuh/xxbUgtCeoCQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee916c080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "plt.plot(stock1.close)\n",
    "plt.plot(stock2.close)\n",
    "plt.ylabel('Price')\n",
    "plt.legend(['600036','601318'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**回报率线图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA44AAAGrCAYAAACPCck4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee9747240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "plt.plot(R1)\n",
    "plt.ylabel('Return')\n",
    "plt.title('600036 Returns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4、 蜡烛图_candlestick_ohlc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.pylab import date2num\n",
    "\n",
    "stock1['time'] = list(map(date2num, stock1.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "candle = stock1.reindex_axis([\"time\", \"open\", \"high\", \"low\", \"close\"], 1).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3QAAALOCAYAAADhtlEcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee9194080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.finance as mpf\n",
    "fig, (ax,ax1) = plt.subplots(2,1,sharex=True, figsize=(15,25))\n",
    "fig.subplots_adjust(bottom=0.5)\n",
    "ax.grid(True)\n",
    "mpf.candlestick_ohlc(ax, candle, width=0.6, colorup='r', colordown='g',alpha=1.0)\n",
    "ax1.bar(stock1.time,stock1.volume)\n",
    "ax.xaxis_date ()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5、 多图_subplots & subplot\n",
    "**设置标题，轴标签，多图展示**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock1 = pd.read_excel('sz50.xlsx',sheetname='601318.XSHG', index_col='datetime').close\n",
    "stock2 = pd.read_excel('sz50.xlsx',sheetname='600000.XSHG', index_col='datetime').close\n",
    "stock3 = pd.read_excel('sz50.xlsx',sheetname='600016.XSHG', index_col='datetime').close\n",
    "stock4 = pd.read_excel('sz50.xlsx',sheetname='600028.XSHG', index_col='datetime').close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ4AAAHiCAYAAACpywb3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee8d34eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows=2, ncols=2,figsize=(20, 8))\n",
    "ax1.plot(stock1)\n",
    "ax1.set_title('stock')\n",
    "ax1.set_ylabel('price')\n",
    "ax1.set_xlabel('date')\n",
    "ax2.plot(stock2)\n",
    "ax3.plot(stock3)\n",
    "ax4.plot(stock4)\n",
    "plt.subplots_adjust(wspace=0.1, hspace=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc8AAAE/CAYAAAAg6kgyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMjQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20eeb7bfe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "\n",
    "plt.subplot(221)\n",
    "plt.plot(stock1)\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('price')\n",
    "plt.title('stock1')\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.plot(stock2)\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.plot(stock3)\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.plot(stock4)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 双坐标图_twinx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6YAAAG5CAYAAACdnSmMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee86b94a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(15, 7))\n",
    "plt.plot(stock1,'r')\n",
    "plt.grid(True)\n",
    "plt.axis('tight')\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('Price 1nd')\n",
    "plt.title('two stock')\n",
    "plt.legend(['601318'],loc =2)\n",
    "ax2 = ax1.twinx()  #双坐标\n",
    "plt.plot(stock4)\n",
    "plt.ylabel('Price 2nd')\n",
    "plt.legend(['600028'],loc = 4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "legend（）里的参数\n",
    "\n",
    "'best'         : 0, (only implemented for axes legends)(自适应方式)\n",
    "\n",
    "'upper right'   : 1,\n",
    "\n",
    "'upper left'   : 2,\n",
    "\n",
    "'lower left'   : 3,\n",
    "\n",
    "'lower right'   : 4,\n",
    "\n",
    "'right'     : 5,\n",
    "\n",
    "'center left'  : 6,\n",
    "\n",
    "'center right'  : 7,\n",
    "\n",
    "'lower center'  : 8,\n",
    "\n",
    "'upper center'  : 9,\n",
    "\n",
    "'center'      : 10,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.plot?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 课堂作业题  （线型、颜色、线宽、样式）\n",
    "**填空题：根据以下要求填空**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "x = np.linspace(0, 5, 10)\n",
    "# #   line 1 -- line 4 ，线形图，蓝色线，线宽分别为 0.25 ，0.50 ， 1.00 ，2.00\n",
    "ax.plot(x, x+1, color=?, linewidth=?)\n",
    "ax.plot(x, x+2, ? ,?)\n",
    "ax.plot(x, x+3, ? ,?)\n",
    "ax.plot(x, x+4, ? ,?)\n",
    "\n",
    "#   line 5 -- line 8 ，线形图，红色，线宽为2 ，线型（linestyle=）分别为 ‘-‘  ,‘-.’, ‘:’, ‘steps’\n",
    "ax.plot(x, x+5, )\n",
    "ax.plot(x, x+6, )\n",
    "ax.plot(x, x+7, )\n",
    "ax.plot(x, x+8, )\n",
    "\n",
    "#   line 9 -- line 12 ，线形图，绿色，线宽为2 ， 线型为 ‘--’，点的样式（marker=） '+' , 'o' , 's' , '>'\n",
    "# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n",
    "ax.plot(x, x+ 9, )\n",
    "ax.plot(x, x+10, )\n",
    "ax.plot(x, x+11, )\n",
    "ax.plot(x, x+12, )\n",
    "\n",
    "#  line 13-- line 15，\n",
    "#  线形图，紫色，线宽为1 ， 线型为 ‘-’，点的样式 'o'  ，样式尺寸（markersize）分别为 2,4,8 ，样式颜色（markerfacecolor）：红色\n",
    "ax.plot(x, x+13, )\n",
    "ax.plot(x, x+14, )\n",
    "ax.plot(x, x+15, )"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
